Link/DOI
string | Publication Date
timestamp[ns] | Title
string | Authors
string | Abstract
string | Categories
string | label
int64 | source
string | Classification_embedding
list | Proximity_embedding
list | top_10_similar
string | max_similarity
float64 | avg_similarity
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
http://arxiv.org/abs/1902.05605v4
| 2019-02-14T00:00:00
|
CrossQ: Batch Normalization in Deep Reinforcement Learning for Greater Sample Efficiency and Simplicity
|
Aditya Bhatt; Daniel Palenicek; Boris Belousov; Max Argus; Artemij Amiranashvili; Thomas Brox; Jan Peters
|
Sample efficiency is a crucial problem in deep reinforcement learning. Recent algorithms, such as REDQ and DroQ, found a way to improve the sample efficiency by increasing the update-to-data (UTD) ratio to 20 gradient update steps on the critic per environment sample. However, this comes at the expense of a greatly increased computational cost. To reduce this computational burden, we introduce CrossQ: A lightweight algorithm for continuous control tasks that makes careful use of Batch Normalization and removes target networks to surpass the current state-of-the-art in sample efficiency while maintaining a low UTD ratio of 1. Notably, CrossQ does not rely on advanced bias-reduction schemes used in current methods. CrossQ's contributions are threefold: (1) it matches or surpasses current state-of-the-art methods in terms of sample efficiency, (2) it substantially reduces the computational cost compared to REDQ and DroQ, (3) it is easy to implement, requiring just a few lines of code on top of SAC.
|
cs.LG; stat.ML
| 1
|
ICLR-2024
|
[
-0.66291344165802,
-0.9310970306396484,
0.3393835425376892,
-0.39459407329559326,
-0.15434421598911285,
-0.09034492075443268,
0.3100298047065735,
0.26732906699180603,
-0.5123820304870605,
-0.21383555233478546,
-0.4221090078353882,
1.0684516429901123,
0.8614672422409058,
0.4628746509552002,
-0.7390217781066895,
1.0520298480987549,
0.6377472877502441,
0.9913979768753052,
1.8996797800064087,
-0.33251258730888367,
0.2803557515144348,
-0.9435251951217651,
-0.4067533016204834,
-0.4815562963485718,
0.17166733741760254,
0.5151098966598511,
-0.09618926048278809,
0.3701995015144348,
0.7354907393455505,
0.2831594944000244,
0.4325786232948303,
-1.1970818042755127,
-0.256835401058197,
0.25568681955337524,
-0.9606136083602905,
0.6392982602119446,
0.9709919095039368,
-0.8415731191635132,
-0.29202744364738464,
0.8300026655197144,
-0.08650249242782593,
0.09871106594800949,
0.8400599956512451,
-1.4426288604736328,
-0.20012444257736206,
0.10572589933872223,
-0.44346535205841064,
-1.0522489547729492,
-0.016648584976792336,
0.5472384691238403,
0.000413882196880877,
-1.4946798086166382,
-1.9518369436264038,
0.23595130443572998,
-0.4832559823989868,
0.7955460548400879,
-1.0330264568328857,
-0.707882285118103,
1.125536561012268,
0.1573094129562378,
-0.4565255343914032,
-0.31692707538604736,
0.4045036733150482,
-0.018908292055130005,
1.6819767951965332,
-1.5735961198806763,
0.7239301204681396,
0.9729080200195312,
0.613373875617981,
2.0714609622955322,
-1.834565281867981,
0.1338762640953064,
-0.3168458044528961,
0.36648353934288025,
0.4403637945652008,
0.8860315084457397,
-1.3107049465179443,
1.0964386463165283,
0.4164648652076721,
0.9126715064048767,
0.556834876537323,
-0.14866192638874054,
0.46866387128829956,
-0.4882776141166687,
-0.769464373588562,
-0.06785443425178528,
0.9121965765953064,
-0.27620989084243774,
-0.8319136500358582,
1.7866252660751343,
0.44968777894973755,
-0.08187256008386612,
0.23344212770462036,
0.9732858538627625,
-0.1635361909866333,
0.12012438476085663,
1.3298602104187012,
-0.17577749490737915,
-0.34119734168052673,
1.0046982765197754,
-0.2152102142572403,
0.44432568550109863,
-0.5633583664894104,
0.41848936676979065,
0.7047886848449707,
-0.6396377086639404,
-0.5928278565406799,
-0.6687796711921692,
1.128891944885254,
0.012430578470230103,
-0.6064169406890869,
-0.6207962036132812,
0.7940851449966431,
-1.5781188011169434,
-0.797095000743866,
-0.5258695483207703,
-0.6354225277900696,
0.7031047940254211,
0.2804761826992035,
0.45797452330589294,
-0.19833151996135712,
1.751808762550354,
0.21368224918842316,
-0.04748818278312683,
0.644982099533081,
0.47097623348236084,
-0.38182106614112854,
1.271652102470398,
0.15125130116939545,
-1.891864538192749,
-0.03255254030227661,
-0.8698284029960632,
-0.04947448521852493,
0.00318179652094841,
1.681305170059204,
0.2931462228298187,
-0.4169366955757141,
-0.555149495601654,
-0.8723238110542297,
-0.7190335392951965,
-1.1253364086151123,
1.4094767570495605,
-0.7678820490837097,
0.1761970818042755,
-0.6312655210494995,
1.847306489944458,
-0.311352401971817,
1.4011116027832031,
0.904450535774231,
0.9548900127410889,
-0.26822054386138916,
-0.22578810155391693,
-0.44410979747772217,
-0.08610164374113083,
-0.1448161005973816,
0.7337889075279236,
-0.7481091618537903,
0.24989236891269684,
-0.4578936994075775,
0.703046441078186,
-0.004163993056863546,
-0.04019433259963989,
0.8654060959815979,
-0.8222795128822327,
-1.4917336702346802,
0.02380959317088127,
0.38634276390075684,
-0.14973850548267365,
1.252842903137207,
-1.2481197118759155,
0.20863883197307587,
-1.1480660438537598,
-0.6374716758728027,
1.1015986204147339,
1.1434061527252197,
0.6483625769615173,
0.03342043235898018,
0.07146826386451721,
0.7720013856887817,
-0.11828634887933731,
-1.147195816040039,
-0.35732534527778625,
-0.9340004920959473,
0.5278313159942627,
0.08098722249269485,
-0.1405225396156311,
0.32032305002212524,
-0.6073775291442871,
-0.7519433498382568,
-0.9083472490310669,
1.4349277019500732,
-0.42631039023399353,
-0.46044811606407166,
0.5984253287315369,
0.12768477201461792,
-1.6446902751922607,
-0.2728365957736969,
-0.028534259647130966,
-2.4241857528686523,
-0.08831200748682022,
0.6667538285255432,
-0.34014177322387695,
1.2566304206848145,
-1.895060658454895,
0.8216274380683899,
-0.428737998008728,
0.20389658212661743,
1.0850450992584229,
0.16742953658103943,
2.043931007385254,
-0.13867376744747162,
0.36922720074653625,
-1.3988336324691772,
1.1956350803375244,
-1.6714941263198853,
1.5192148685455322,
-1.4945487976074219,
0.03418077155947685,
0.22541458904743195,
-0.8477152585983276,
-0.5067461133003235,
-1.2105740308761597,
-1.2385120391845703,
-0.07431009411811829,
1.5138274431228638,
0.004428938031196594,
-0.9830389618873596,
1.2177461385726929,
-1.3987785577774048,
-0.24137450754642487,
-0.8538264632225037,
-1.053177833557129,
-0.10335899889469147,
0.03514236956834793,
-1.227583646774292,
0.07401837408542633,
0.5544896721839905,
-0.3624705374240875,
-0.9777088165283203,
1.4552735090255737,
0.0871070846915245,
0.6491698026657104,
0.5212640762329102,
-0.12769868969917297,
1.1866484880447388,
-0.1899099051952362,
0.6274111866950989,
-0.25076085329055786,
1.0599925518035889,
0.5850899815559387,
-1.1066153049468994,
0.7866743206977844,
0.8717045187950134,
-0.6759443283081055,
0.6295728087425232,
-0.3418447971343994,
-0.4618718922138214,
1.9167416095733643,
0.5025757551193237,
-0.8081559538841248,
0.14940068125724792,
1.440045714378357,
2.324284553527832,
1.5061860084533691,
1.200943112373352,
0.44323432445526123,
-0.10445166379213333,
-1.3281527757644653,
0.07789292931556702,
0.3450966477394104,
-0.5923393368721008,
-1.163406491279602,
0.08751708269119263,
-0.3874242901802063,
-0.43669113516807556,
0.3532964289188385,
1.0128151178359985,
-0.6439636945724487,
-0.30664223432540894,
-0.054588884115219116,
-0.725414514541626,
-1.6371389627456665,
-1.0514824390411377,
-1.098739743232727,
-0.5808690190315247,
0.4381745457649231,
0.26712095737457275,
-0.030345970764756203,
0.6509590148925781,
-0.5220187306404114,
0.8155877590179443,
-0.9718195199966431,
0.4247051477432251,
-0.5083406567573547,
0.7760306596755981,
0.4189240336418152,
0.1939401626586914,
0.27548733353614807,
0.06840991973876953,
0.656933069229126,
-0.14799588918685913,
-0.01849980652332306,
0.5765771865844727,
-0.31095510721206665,
-0.28699931502342224,
0.9295236468315125,
-0.5227148532867432,
-0.265973299741745,
1.6398851871490479,
-0.5221040844917297,
1.5073623657226562,
-0.9380189180374146,
1.3930187225341797,
0.08420021831989288,
-0.7097669839859009,
-0.08824498951435089,
0.7218035459518433,
-1.0166654586791992,
0.4986688196659088,
-1.1813470125198364,
0.20388051867485046,
0.37164801359176636,
0.12139423191547394,
-2.5324556827545166,
0.8229856491088867,
-0.5649832487106323,
0.6707196831703186,
0.6427870988845825,
0.24765104055404663,
-0.28509849309921265,
0.1595456749200821,
-1.1261028051376343,
0.36229610443115234,
-3.0388553142547607,
0.07609613239765167,
0.588860809803009,
-0.6423380970954895,
-0.5954272150993347,
-0.7825613617897034,
1.318259596824646,
-1.3154754638671875,
-0.7395521998405457,
-0.05157008767127991,
-0.33291539549827576,
0.6654475927352905,
0.11927317082881927,
0.15675383806228638,
0.5578855276107788,
-0.9655826091766357,
-0.9881436824798584,
-1.282509207725525,
-0.16807398200035095,
-1.1248571872711182,
-1.7351280450820923,
-1.091559886932373,
0.7316552400588989,
0.6316894292831421,
-0.5123755931854248,
-0.09456674754619598,
0.08070047199726105,
0.3906208574771881,
-0.4976051151752472,
0.9588908553123474,
0.45532116293907166,
1.1218293905258179,
0.365739107131958,
-0.23113062977790833,
-0.4419081509113312,
0.8441359996795654,
-0.7904757857322693,
-0.23425805568695068,
2.2488560676574707,
-0.6875589489936829,
-0.2728123068809509,
-1.4262876510620117,
-0.4614523947238922,
-0.7516206502914429,
-1.3951478004455566,
0.8438148498535156,
-0.7514086961746216,
0.8651526570320129,
-0.43831154704093933,
-0.34137871861457825,
0.47887831926345825,
0.7525538206100464,
-1.8077267408370972,
-0.2203911393880844,
-1.1219605207443237,
0.09617150574922562,
-0.5376054644584656,
0.5823597311973572,
-0.4204994738101959,
0.8265241384506226,
-0.2855466306209564,
0.17515523731708527,
0.28696396946907043,
0.43148136138916016,
-0.7974544167518616,
0.7928150296211243,
1.0733973979949951,
0.7561118602752686,
0.5786011219024658,
-0.8582165837287903,
0.05322656407952309,
-1.3653064966201782,
-0.550437867641449,
1.4897247552871704,
-0.10851079225540161,
0.9551772475242615,
0.34365731477737427,
-0.5706337690353394,
-0.6481236815452576,
-0.5212735533714294,
0.1746668815612793,
-1.4058473110198975,
0.5808321237564087,
0.5948536992073059,
-1.822222352027893,
-1.6720916032791138,
-0.42333531379699707,
-0.7725479006767273,
1.4447776079177856,
5.947993755340576,
-0.06452198326587677,
-0.25166651606559753,
1.3049527406692505,
1.296021819114685,
-1.1607041358947754,
0.15015335381031036,
-0.7945524454116821,
-0.6112080812454224,
0.3499423861503601,
-0.23683352768421173,
0.6223515272140503,
1.3434014320373535,
0.06659344583749771,
0.05471557006239891,
0.7816849946975708,
-2.49334454536438,
1.0125296115875244,
-2.49591064453125,
-0.8395018577575684,
-0.2005050629377365,
0.2738693356513977,
1.5476558208465576,
1.0622711181640625,
0.49825364351272583,
1.9483776092529297,
1.04518461227417,
0.5719395279884338,
1.3404390811920166,
0.7603719234466553,
0.28018617630004883,
-0.41495510935783386,
0.9831790924072266,
1.3215972185134888,
0.48876258730888367,
-1.0035837888717651,
-0.9878247976303101,
0.3576385974884033,
-0.2619870603084564,
-0.9122146964073181,
0.9098369479179382,
-0.6443740129470825,
0.8127198219299316,
1.2282434701919556,
-0.5164623856544495,
-0.08356683701276779,
-0.5402078628540039,
0.07695065438747406,
-0.0868416577577591,
-0.5785305500030518,
0.9316198229789734,
0.09219473600387573,
-0.6359176635742188,
1.5554935932159424,
-0.015168385580182076,
0.6005258560180664,
0.7590197920799255,
0.7077779769897461,
-0.8784824013710022,
-0.21105922758579254,
0.8776350021362305,
-0.7130104899406433,
-0.119193896651268,
0.005551762878894806,
0.5026907324790955,
-0.18098942935466766,
-0.7357680201530457,
0.3277741074562073,
0.07479557394981384,
0.6256968379020691,
-0.5286290645599365,
0.1870231032371521,
-0.6095767021179199,
-0.6007558107376099,
-0.22934213280677795,
0.4362211525440216,
0.013076690025627613,
-0.7675700187683105,
0.7664287090301514,
-0.9433767199516296,
0.17646107077598572,
0.24969209730625153,
-1.1477199792861938,
0.7176082134246826,
-0.1860998421907425,
0.3887268304824829,
-0.5970099568367004,
0.38270121812820435,
0.016364313662052155,
0.03964485228061676,
-0.6947641968727112,
1.1589735746383667,
0.07892072945833206,
-0.4712248742580414,
0.49860528111457825,
-1.7568236589431763,
-0.19912618398666382,
0.7325961589813232,
-0.9167174696922302,
-0.08339034020900726,
0.461669921875,
0.3527279198169708,
-1.0163264274597168,
-0.9077186584472656,
1.1187463998794556,
-1.399233341217041,
-0.6314456462860107,
-0.9580279588699341,
-0.27427294850349426,
0.22402232885360718,
0.400682270526886,
-0.9559967517852783,
-0.7054041624069214,
-0.5311795473098755,
-0.39467036724090576,
-0.7226809859275818,
-0.03962366282939911,
-0.35203981399536133,
0.554999053478241,
0.9447331428527832,
0.8964169025421143,
0.6271130442619324,
-1.8570879697799683,
-0.28242719173431396,
-0.21744206547737122,
-0.18124620616436005,
0.6039444208145142,
-0.12014400213956833,
0.6623687148094177,
-0.07181509584188461,
1.0308512449264526,
-0.5092864036560059,
1.388124704360962,
-0.9874094724655151,
0.0950365960597992,
-0.9157963991165161,
0.12945452332496643,
-0.22244088351726532,
1.4118587970733643,
0.6086336374282837,
-1.2092006206512451,
-1.4405348300933838,
0.20025186240673065,
1.434144377708435,
-0.721077024936676,
0.06393176317214966,
0.15410099923610687,
-0.8267549872398376,
0.9269326329231262,
-0.4879056215286255,
1.2641148567199707,
-0.7836349010467529,
0.8298861384391785,
-0.06835340708494186,
1.1815210580825806,
0.20994189381599426,
0.23496615886688232,
0.42989078164100647,
-1.2545384168624878,
0.9040330052375793,
1.0447258949279785,
-0.581360936164856,
0.7079750299453735,
-0.05406340956687927,
0.4029689431190491,
0.21013972163200378,
-1.1001640558242798,
0.1352984458208084,
0.5598787069320679,
-1.1965888738632202,
1.024787187576294,
-1.0490107536315918,
-0.4346996247768402,
-0.6321761608123779,
-0.5208541750907898,
0.11793480813503265,
-1.7942814826965332,
0.2814760208129883,
1.8827770948410034,
-0.5331501960754395,
1.1468522548675537,
-0.16748136281967163,
-1.2837467193603516,
1.7646465301513672,
0.08545869588851929,
-1.2788894176483154,
0.9471911787986755,
0.320063978433609,
-0.15484891831874847,
-0.2375597357749939,
0.007640913128852844,
0.193245068192482,
-1.2848882675170898,
-1.6022186279296875,
0.28391382098197937,
-0.6739438772201538,
0.9944618940353394,
-1.1825690269470215,
1.21566641330719,
0.6470381617546082,
-0.3343788981437683,
1.1795202493667603,
0.5646724104881287,
0.047376055270433426,
-2.167717456817627,
0.6827873587608337,
-1.0803335905075073,
0.9950751066207886,
0.4728717505931854,
-0.023776521906256676,
-0.829525887966156,
-0.060367681086063385,
-0.18823719024658203,
0.06955848634243011,
-1.4392645359039307,
2.0349233150482178,
1.7011120319366455,
0.7093036770820618,
0.011084115132689476,
0.9199532866477966,
-0.6041333079338074,
-1.6362651586532593,
0.02363448590040207,
0.7637392282485962,
-0.03510843217372894,
1.8319472074508667,
1.5433212518692017,
-1.1869858503341675,
-0.4752228260040283,
-0.22242136299610138,
0.5939127206802368,
1.2475318908691406,
0.8900893330574036,
0.33306413888931274,
0.06113704293966293,
0.0058226436376571655,
-0.13840806484222412,
-0.416349321603775,
0.40759986639022827,
0.4937249422073364,
2.0028347969055176,
-1.0632882118225098,
0.2625955045223236,
-0.18948949873447418,
-0.1312600076198578,
-2.537491798400879,
1.113265037536621,
0.5582088828086853,
-1.0148625373840332,
-0.3988014757633209,
0.18072853982448578,
-0.49272093176841736,
0.17693424224853516,
-0.10815901309251785,
-0.10076755285263062,
-0.0058286190032958984,
0.026627980172634125,
0.17897678911685944,
0.9676303267478943,
-0.43033939599990845,
0.6377556324005127,
0.855563759803772,
2.6809380054473877,
-1.4933862686157227,
-1.9134056568145752,
-0.9596143960952759,
-0.17106783390045166,
1.0919684171676636,
-0.01534673199057579,
-1.1225192546844482,
-1.4526342153549194,
1.0011452436447144,
-0.05785546451807022,
0.25616830587387085,
-0.5178009867668152,
-1.0893714427947998,
0.045005109161138535,
2.461542844772339,
-0.07670635730028152,
0.23789964616298676,
0.5671420097351074,
1.53840970993042,
1.5731010437011719,
-0.7975296378135681,
-1.0117367506027222,
0.243352472782135,
-0.24783855676651,
-0.17567169666290283,
0.7394281625747681,
-2.0400969982147217,
-0.08895794302225113,
-0.7989189028739929,
-0.39782506227493286,
0.6000882983207703,
-1.8615858554840088,
0.14485472440719604,
0.23278570175170898,
-0.08114731311798096,
0.05720820650458336,
-1.1731659173965454,
1.504624843597412,
0.05215347185730934,
0.6277865171432495,
-0.1365501582622528,
-0.7277573943138123,
-0.13090229034423828,
0.7777848839759827,
1.0721237659454346,
0.930426836013794,
0.35969534516334534,
0.7225258946418762,
0.5139278173446655,
-0.13934707641601562,
-0.5318945050239563,
0.2886417806148529,
1.138805866241455,
0.11700791865587234,
-0.3245140612125397,
0.6095584034919739,
-0.4572581350803375,
0.5557489991188049,
-0.1133965328335762,
-0.4185050427913666,
-1.4607716798782349,
-1.1657147407531738,
-1.0627491474151611,
0.3724590837955475,
0.2711319923400879,
0.7068442106246948,
-0.34651118516921997,
0.18442904949188232,
-0.23898589611053467,
-0.35928595066070557,
0.3424619436264038,
-0.06903638690710068,
1.2329767942428589,
-0.8098630905151367,
-0.2689196467399597,
-1.744797945022583,
-0.09411308914422989,
0.4444003999233246,
1.2826848030090332,
0.4288620352745056,
-0.7158856391906738,
-0.340907484292984,
-0.6710435152053833
] |
[
-0.11044733226299286,
0.369069904088974,
-0.395124226808548,
0.10284718871116638,
-0.1350134015083313,
0.06156173720955849,
0.7323307394981384,
-0.13476814329624176,
-0.8261107802391052,
0.44935739040374756,
-0.009715866297483444,
0.0547449067234993,
0.44324997067451477,
-0.14358530938625336,
-0.5773572325706482,
-0.08527445793151855,
-0.9635885953903198,
-0.054382145404815674,
0.14637155830860138,
-0.4927841126918793,
0.1212645098567009,
-0.4460487365722656,
-0.8432933688163757,
-0.2585464119911194,
0.12165754288434982,
0.8747037053108215,
-0.4404332637786865,
1.0923762321472168,
0.12709642946720123,
0.7582243084907532,
0.08355282992124557,
-0.21015664935112,
0.7553577423095703,
-0.4989696145057678,
-0.5887223482131958,
-0.029326897114515305,
0.16086220741271973,
-0.8271042108535767,
-0.492722749710083,
0.9789785742759705,
0.006490025669336319,
0.5293719172477722,
0.16359826922416687,
-0.9758520126342773,
0.11438806354999542,
0.24692261219024658,
0.170345738530159,
0.7308344841003418,
-0.708997905254364,
-0.13789501786231995,
1.1878544092178345,
-0.6966361403465271,
0.13333825767040253,
1.391135811805725,
0.2853891849517822,
0.8393257856369019,
-0.8407765626907349,
-0.6875945329666138,
1.106231451034546,
-0.5250422954559326,
0.1620616912841797,
0.0001596701331436634,
0.007582720369100571,
-0.08676888048648834,
1.3648619651794434,
-0.74891597032547,
0.5706839561462402,
1.1365796327590942,
0.0008192248642444611,
1.3223857879638672,
0.06487539410591125,
-0.2892993986606598,
0.5646278262138367,
0.1502668261528015,
0.2166990339756012,
0.690585196018219,
-0.38269951939582825,
1.0249327421188354,
-0.7750716209411621,
0.03663388267159462,
0.8577525019645691,
0.25403884053230286,
0.24174368381500244,
-0.44705820083618164,
0.09157232940196991,
0.9587904810905457,
0.48863568902015686,
0.25389042496681213,
-0.4281657338142395,
1.384504795074463,
0.9595954418182373,
0.4596804976463318,
-0.0860871747136116,
0.4419073462486267,
0.09390313178300858,
0.06808358430862427,
0.036020852625370026,
0.5348936915397644,
-0.5595610737800598,
0.7871960401535034,
-0.10113917291164398,
0.5605924129486084,
-0.7987344264984131,
0.40429383516311646,
1.2038010358810425,
0.13633982837200165,
0.5214852094650269,
-1.1908196210861206,
0.4357384443283081,
-0.43863925337791443,
0.5665459036827087,
-0.49226173758506775,
-0.032677121460437775,
-0.4992016553878784,
-0.7778803706169128,
0.042698267847299576,
-0.31168073415756226,
0.25451788306236267,
-0.31673017144203186,
1.112596035003662,
-0.025425011292099953,
-0.1748301088809967,
0.19127653539180756,
0.8790774345397949,
-0.1975880265235901,
0.33089590072631836,
0.12521415948867798,
0.1564933955669403,
0.3208713233470917,
-0.8892863392829895,
-0.5978406071662903,
-0.9930298924446106,
0.023695237934589386,
0.5628284215927124,
0.3284680247306824,
0.10638868063688278,
-1.3803383111953735,
-1.0791128873825073,
-1.1109263896942139,
0.717529296875,
-0.40197277069091797,
-0.054996222257614136,
1.2361750602722168,
0.31164366006851196,
-0.39532849192619324,
1.1376771926879883,
-0.26049914956092834,
0.09795301407575607,
0.4626699388027191,
0.0022009573876857758,
0.33917897939682007,
0.06113510951399803,
-0.8995209336280823,
0.15149137377738953,
0.32871243357658386,
-0.5592972040176392,
-0.8183718919754028,
-0.4436214566230774,
-0.8815553188323975,
-0.48545947670936584,
0.39031708240509033,
-0.4826337695121765,
1.4282200336456299,
-0.8245211839675903,
-1.6399555206298828,
0.04984580725431442,
0.5978347659111023,
-0.08652089536190033,
0.6542078256607056,
-0.16437526047229767,
-0.32895559072494507,
-0.29969891905784607,
-0.2881503105163574,
0.6626653671264648,
0.7067427039146423,
-0.17686748504638672,
-0.22534605860710144,
-0.019840341061353683,
0.2392406463623047,
-0.2669387459754944,
-0.1384093314409256,
0.32856330275535583,
-0.2627902925014496,
-0.2159956693649292,
-0.2436346560716629,
0.6750412583351135,
-0.10440520942211151,
0.15693336725234985,
0.009684069082140923,
-1.0942635536193848,
0.25917258858680725,
0.5843615531921387,
0.749452531337738,
-0.8236178755760193,
-0.9095923900604248,
-0.09622261673212051,
-0.2245812863111496,
-0.06524798274040222,
-0.9430616497993469,
0.38377705216407776,
-0.4638195037841797,
0.06173727661371231,
-0.1323980987071991,
-0.9269422292709351,
0.14793111383914948,
-0.02833961695432663,
-0.6536685228347778,
0.16712825000286102,
0.4733887016773224,
0.7252630591392517,
-1.3463910818099976,
0.036874186247587204,
-0.0008336072787642479,
-0.03801124542951584,
-1.3387218713760376,
1.467423915863037,
-0.32278692722320557,
0.3646295964717865,
-0.2854653596878052,
-0.8804444074630737,
0.01830141246318817,
-0.10065644234418869,
0.5722006559371948,
-0.07085348665714264,
-0.03781208395957947,
0.46502140164375305,
-0.8618185520172119,
1.268631100654602,
-0.32520198822021484,
0.09388107061386108,
0.30637240409851074,
-0.9322288632392883,
0.22434267401695251,
0.1630493849515915,
0.09172346442937851,
-0.8416953086853027,
0.4936727285385132,
-0.0962594524025917,
-0.9421597719192505,
0.3736976683139801,
0.5978552103042603,
0.7287421226501465,
-0.42313945293426514,
0.36113613843917847,
0.6560925841331482,
-0.1928425282239914,
0.7434623837471008,
0.4775208830833435,
0.49197661876678467,
0.9601147770881653,
0.38972827792167664,
0.031997110694646835,
0.023198798298835754,
-1.0124461650848389,
0.505655825138092,
0.716874361038208,
-0.13105906546115875,
0.7000409960746765,
0.7796351909637451,
-0.9202268123626709,
-0.501812219619751,
-0.4842086732387543,
0.960612952709198,
1.4157575368881226,
-0.29592466354370117,
0.2781645357608795,
-0.5845856666564941,
-0.783679187297821,
0.13579010963439941,
0.11131461709737778,
-0.884529173374176,
-0.4707164168357849,
-0.5087838768959045,
-0.9987810850143433,
0.6724872589111328,
0.7307643294334412,
1.0559030771255493,
-0.6497661471366882,
-0.5425633192062378,
0.01645980402827263,
0.8112253546714783,
-0.35355597734451294,
-0.7102219462394714,
0.5291088819503784,
-0.5625910758972168,
-0.3290816843509674,
0.2345101237297058,
0.5624933838844299,
0.1477867066860199,
-0.8912971019744873,
0.9929162263870239,
-0.6204236149787903,
-0.26767057180404663,
0.28887465596199036,
0.658166229724884,
-0.7863273620605469,
-0.5421173572540283,
-0.1973935067653656,
0.16389083862304688,
-0.2097082883119583,
-0.3396501839160919,
0.31587111949920654,
-0.01233382523059845,
0.04914006590843201,
-0.6532773375511169,
-0.15943731367588043,
0.011204462498426437,
0.4859435260295868,
0.33862927556037903,
-0.6182681918144226,
0.62929368019104,
-0.6966868042945862,
1.2142257690429688,
0.28923317790031433,
-0.9903339147567749,
-0.25474485754966736,
-0.752605676651001,
-0.0318484790623188,
0.3182072341442108,
-0.6277056336402893,
-0.21653923392295837,
-1.0104995965957642,
0.05949569121003151,
-0.31305232644081116,
0.11430463194847107,
-0.5254082679748535,
0.9103830456733704,
0.22015297412872314,
0.5126773118972778,
0.07021510601043701,
0.7739567756652832,
0.29641658067703247,
0.32909512519836426,
-1.126924991607666,
0.1526767760515213,
-0.20319417119026184,
-0.23248930275440216,
-0.05563441663980484,
-0.07949596643447876,
-0.020034104585647583,
-0.7733938694000244,
-0.13837134838104248,
0.260272353887558,
-0.9114779829978943,
0.33168238401412964,
-0.3706872761249542,
-1.717950701713562,
-0.1780102252960205,
-0.5950917601585388,
-0.5866966843605042,
-0.3751082718372345,
0.020519105717539787,
-0.7319677472114563,
-1.1123228073120117,
-1.0516736507415771,
-0.990713357925415,
-0.49896830320358276,
-1.0167814493179321,
-0.11380593478679657,
0.2835018038749695,
-0.14492052793502808,
-0.5059399008750916,
0.28393086791038513,
-0.747384786605835,
0.7662209868431091,
-0.3678954839706421,
0.3230813145637512,
0.3041681945323944,
-0.10784398019313812,
0.02284770831465721,
0.4160982370376587,
0.9169773459434509,
-0.39301714301109314,
0.23205798864364624,
-0.8525819182395935,
-0.2531547546386719,
-0.7630578279495239,
-1.2342870235443115,
0.05423656851053238,
0.08884771168231964,
0.7220048308372498,
0.022307075560092926,
0.17061424255371094,
0.032731931656599045,
1.458085060119629,
-0.6080427169799805,
-0.07936353981494904,
0.11190865933895111,
0.2047639787197113,
-0.20292161405086517,
0.27307915687561035,
1.1285682916641235,
-0.3278433382511139,
0.3092358112335205,
0.753872275352478,
-0.09270796924829483,
0.02113005891442299,
-0.784669041633606,
0.4364556670188904,
0.8146225810050964,
0.493728369474411,
0.3426181375980377,
-0.38667574524879456,
0.7923147082328796,
-1.3253828287124634,
-0.9679152965545654,
1.0690903663635254,
0.8099465370178223,
0.6198540925979614,
0.0023945309221744537,
0.24554327130317688,
0.09047680348157883,
0.365183025598526,
0.5208780765533447,
-0.6956419348716736,
-0.6585255861282349,
0.38882020115852356,
0.19894731044769287,
0.18044966459274292,
0.8167096972465515,
-0.19169388711452484,
0.14968512952327728,
14.73762321472168,
0.3918825685977936,
0.1186143010854721,
0.40786057710647583,
0.719468355178833,
-0.11306792497634888,
-0.08483999222517014,
-0.5760320425033569,
-0.8553007245063782,
-0.07748999446630478,
0.6957054734230042,
0.7938968539237976,
1.0655306577682495,
0.3774477243423462,
0.08524741232395172,
-0.15617136657238007,
-0.6125087738037109,
0.5541036128997803,
0.2035767287015915,
-1.0212700366973877,
-0.2375306934118271,
-0.15716534852981567,
0.6268973350524902,
0.5715785026550293,
0.6556338667869568,
1.2383897304534912,
1.0552480220794678,
0.27588656544685364,
0.7610215544700623,
0.4765153229236603,
0.6543422341346741,
-0.33352941274642944,
0.24780865013599396,
0.39343687891960144,
-0.5098351836204529,
-0.35294169187545776,
-0.48637154698371887,
-1.216525912284851,
-0.18759332597255707,
-0.08464158326387405,
-0.1317969560623169,
-0.40992724895477295,
0.10454905778169632,
0.6175161004066467,
0.40078550577163696,
-0.1359015703201294,
-0.0803387239575386,
0.4909873306751251,
-0.03566950559616089,
-0.35711216926574707,
0.5279855132102966,
-0.1124081015586853,
-0.019141145050525665,
-0.2917786240577698,
-0.5867106318473816,
-0.1770305335521698,
0.016702815890312195,
0.6292280554771423,
-0.5282502770423889,
-0.4592214524745941,
-0.11333740502595901,
-0.021123100072145462,
-0.19147852063179016,
0.6854069232940674,
0.7393865585327148,
0.20922359824180603,
-0.08006651699542999,
0.0226479172706604,
1.0744092464447021,
0.3789142668247223,
-0.76149982213974,
-0.15012970566749573,
0.9458265900611877,
-0.9994621276855469,
-0.031143445521593094,
0.6197569966316223,
-0.19588705897331238,
-0.19306789338588715,
-0.8272783160209656,
-0.26961612701416016,
0.07441163063049316,
-0.7629225850105286,
-0.9754802584648132,
0.4318556487560272,
-0.3836120069026947,
-0.515123724937439,
0.2919996976852417,
-0.6862041354179382,
-0.32728442549705505,
0.20543302595615387,
-1.288683295249939,
0.3288131654262543,
0.2286515235900879,
-0.2359122335910797,
-0.5503485798835754,
-0.0299048013985157,
0.9045910239219666,
0.34343355894088745,
-0.9945799112319946,
-0.004255995154380798,
0.34190890192985535,
0.06244387850165367,
0.025741422548890114,
-0.9309827089309692,
0.6048374772071838,
0.14668594300746918,
-0.8575401902198792,
0.1213894784450531,
0.12047246098518372,
0.2647169530391693,
-0.42719852924346924,
-0.5201037526130676,
-0.4785391688346863,
-0.7050586342811584,
-0.08785158395767212,
-0.598209798336029,
-0.31590166687965393,
0.24990472197532654,
0.43862175941467285,
0.3465912342071533,
0.2299087941646576,
0.010048984549939632,
-0.6117136478424072,
-0.9269498586654663,
-0.8130664825439453,
0.12659412622451782,
0.22224393486976624,
-0.29636821150779724,
-0.22542431950569153,
-0.5390493273735046,
-0.04097077250480652,
-0.6977580189704895,
-0.5237236022949219,
-0.7072513103485107,
0.01698768511414528,
-0.6789162158966064,
0.9274688959121704,
-0.9948753714561462,
0.49893903732299805,
0.4554952383041382,
0.16243667900562286,
-1.141302227973938,
-0.19021672010421753,
-0.6798530220985413,
0.5715601444244385,
0.31983259320259094,
0.29891693592071533,
-0.8562078475952148,
0.4051634967327118,
0.4041539132595062,
0.22917582094669342,
-0.2938467264175415,
-0.7262710928916931,
-0.36242982745170593,
0.2986542582511902,
-0.6013102531433105,
0.2884729206562042,
-0.1985737383365631,
0.06066244840621948,
0.25990158319473267,
0.21483221650123596,
0.10194604098796844,
-0.006357625126838684,
-0.7598798871040344,
0.36117300391197205,
0.19445320963859558,
-0.19318275153636932,
-0.8030185699462891,
-0.3247135579586029,
-1.5275264978408813,
-0.3972025215625763,
-0.9211006760597229,
-0.1652321070432663,
-0.8087629675865173,
-0.5515049695968628,
0.034119121730327606,
-0.4261026382446289,
0.005194336175918579,
0.27081525325775146,
-0.34626883268356323,
-0.23799051344394684,
-0.8876588344573975,
-0.8736591935157776,
1.5198636054992676,
0.9855325222015381,
-0.9774967432022095,
0.2404831200838089,
-0.04924699664115906,
0.256975382566452,
0.00030133873224258423,
0.7566516995429993,
-0.435358464717865,
-0.7381427884101868,
-0.934665858745575,
0.6388158202171326,
-0.15315942466259003,
0.09267140924930573,
-1.0947932004928589,
0.24306681752204895,
-0.08919917792081833,
0.36300933361053467,
-0.027608230710029602,
0.5075638294219971,
-1.2387733459472656,
-0.6786848306655884,
0.6267266273498535,
-0.9359579682350159,
0.20581206679344177,
0.2603577971458435,
-0.0007315054535865784,
-0.16518650949001312,
0.726677417755127,
0.6259734034538269,
-0.7717320919036865,
-0.07628411054611206,
0.7071268558502197,
-0.915288507938385,
0.5783669948577881,
0.009678678587079048,
-0.07952898740768433,
-0.9168099164962769,
-0.12928758561611176,
0.26273658871650696,
0.7153160572052002,
-0.5601406097412109,
0.687680184841156,
0.21384498476982117,
-1.517460823059082,
0.4482201337814331,
0.41595345735549927,
0.050628576427698135,
-0.23581358790397644,
0.1947307288646698,
0.2732522487640381,
-0.12329043447971344,
0.15255272388458252,
-0.4873187839984894,
0.5363675951957703,
-0.14943237602710724,
0.19664739072322845,
1.2654837369918823,
-0.2915905714035034,
0.3633726239204407,
0.9524828791618347,
-0.3703726530075073,
-1.464212417602539,
0.5851212739944458,
-1.1217494010925293,
-0.35835015773773193,
-0.4308052361011505,
0.5711506605148315,
0.7149794697761536,
-0.3198562562465668,
0.7031068205833435,
-0.210200235247612,
0.06470255553722382,
0.2027958631515503,
-0.5471171140670776,
0.4558914005756378,
-0.03738683834671974,
0.17232485115528107,
0.8407996296882629,
0.766532301902771,
-0.7060340642929077,
-1.7901408672332764,
-0.4249931275844574,
-1.0277010202407837,
-0.19258491694927216,
0.1708415150642395,
-0.5795098543167114,
-1.15375816822052,
0.8419245481491089,
0.9900535345077515,
0.45033544301986694,
0.2088785618543625,
-0.5426335334777832,
-0.4851824939250946,
0.49794289469718933,
-0.094380222260952,
-1.5063914060592651,
0.20592287182807922,
1.269116759300232,
1.265765905380249,
-0.9039159417152405,
0.5053913593292236,
0.35685306787490845,
-0.917634129524231,
0.5796754956245422,
0.9818099737167358,
-0.4909856617450714,
0.6651245355606079,
-0.5521544814109802,
-0.033009935170412064,
0.2691507041454315,
-1.0612350702285767,
-0.32062387466430664,
0.07953833788633347,
0.9529712200164795,
0.3469272255897522,
0.14286857843399048,
0.24955995380878448,
0.6214714646339417,
0.6239396333694458,
-0.12928010523319244,
0.5528417229652405,
0.6289430856704712,
0.022232534363865852,
0.17472876608371735,
0.130651593208313,
0.6598150134086609,
-0.6666653752326965,
0.09756705164909363,
0.43519073724746704,
0.7704256176948547,
0.04605794697999954,
0.4982890784740448,
0.8946548104286194,
0.39190810918807983,
0.8481196165084839,
-0.2867816686630249,
0.6675812602043152,
0.02428896725177765,
-0.603342592716217,
-0.140559121966362,
-0.8214195966720581,
-0.5158060789108276,
-0.32157689332962036,
-0.5209060907363892,
-0.40602272748947144,
-0.08036498725414276,
0.3364643156528473,
0.21962885558605194,
0.17853975296020508,
0.46312668919563293,
0.23680442571640015,
1.2268993854522705,
0.04549499973654747,
-0.5872134566307068,
-0.8835466504096985,
-1.193877935409546,
-0.07600696384906769,
-0.2347104400396347,
0.07541552186012268,
-0.6062645316123962,
-0.17841099202632904,
-0.5660291314125061
] |
{"http://arxiv.org/abs/2304.10466v1": 0.954596757888794, "http://arxiv.org/abs/2205.15043v2": 0.9472078084945679, "http://arxiv.org/abs/2205.11027v3": 0.9450389742851257, "http://arxiv.org/abs/2302.10145v1": 0.9449824094772339, "http://arxiv.org/abs/2210.12566v2": 0.944953203201294, "http://arxiv.org/abs/2301.11490v3": 0.9447583556175232, "http://arxiv.org/abs/2210.01542v1": 0.942772626876831, "http://arxiv.org/abs/2302.11312v1": 0.9404850602149963, "http://arxiv.org/abs/2208.06193v3": 0.9399589896202087, "http://arxiv.org/abs/2306.13085v1": 0.9398437142372131}
| 0.954597
| 0.94446
|
http://arxiv.org/abs/2003.13898v3
| 2020-03-31T00:00:00
|
Edge Guided GANs with Contrastive Learning for Semantic Image Synthesis
|
Hao Tang; Xiaojuan Qi; Guolei Sun; Dan Xu; Nicu Sebe; Radu Timofte; Luc Van Gool
|
We propose a novel ECGAN for the challenging semantic image synthesis task. Although considerable improvement has been achieved, the quality of synthesized images is far from satisfactory due to three largely unresolved challenges. 1) The semantic labels do not provide detailed structural information, making it difficult to synthesize local details and structures. 2) The widely adopted CNN operations such as convolution, down-sampling, and normalization usually cause spatial resolution loss and thus cannot fully preserve the original semantic information, leading to semantically inconsistent results. 3) Existing semantic image synthesis methods focus on modeling local semantic information from a single input semantic layout. However, they ignore global semantic information of multiple input semantic layouts, i.e., semantic cross-relations between pixels across different input layouts. To tackle 1), we propose to use edge as an intermediate representation which is further adopted to guide image generation via a proposed attention guided edge transfer module. Edge information is produced by a convolutional generator and introduces detailed structure information. To tackle 2), we design an effective module to selectively highlight class-dependent feature maps according to the original semantic layout to preserve the semantic information. To tackle 3), inspired by current methods in contrastive learning, we propose a novel contrastive learning method, which aims to enforce pixel embeddings belonging to the same semantic class to generate more similar image content than those from different classes. Doing so can capture more semantic relations by explicitly exploring the structures of labeled pixels from multiple input semantic layouts. Experiments on three challenging datasets show that our ECGAN achieves significantly better results than state-of-the-art methods.
|
cs.CV; cs.LG; eess.IV
| 1
|
ICLR-2023
|
[
-0.49626874923706055,
-0.46649807691574097,
-0.3833135962486267,
-0.343882292509079,
-0.4688773453235626,
0.43584397435188293,
0.252405047416687,
-0.16754350066184998,
0.09305083006620407,
-1.051220417022705,
-0.3884459435939789,
1.9267717599868774,
0.7328929901123047,
-0.15373994410037994,
-0.06573863327503204,
1.1268953084945679,
1.351193904876709,
-0.22312122583389282,
1.5436813831329346,
-0.9494398236274719,
0.43801426887512207,
-1.1353219747543335,
-1.859679102897644,
0.22712495923042297,
0.6104998588562012,
0.5717325210571289,
0.6714128851890564,
0.03128284215927124,
0.0977763831615448,
-0.18338027596473694,
0.31044715642929077,
-0.7937217354774475,
-0.12301544845104218,
-0.13373765349388123,
-0.6207334399223328,
1.5209497213363647,
1.203425645828247,
-0.8054219484329224,
-0.13589860498905182,
1.0031508207321167,
-0.38147926330566406,
0.33415889739990234,
1.067383050918579,
-1.01667058467865,
-0.7159315347671509,
-0.19885513186454773,
-0.8770558834075928,
-0.7584058046340942,
0.9700328707695007,
-0.34496650099754333,
0.49817797541618347,
-1.6166324615478516,
-0.31007957458496094,
1.1141490936279297,
-0.8995358347892761,
0.4533805847167969,
-0.6909224987030029,
-0.716208279132843,
0.14590956270694733,
0.157213494181633,
-1.1419527530670166,
-0.20224855840206146,
1.0680699348449707,
-0.8962279558181763,
0.9720852375030518,
-1.116435170173645,
0.31629398465156555,
1.1136804819107056,
0.6524829864501953,
1.9279223680496216,
-2.25132417678833,
-0.5207516551017761,
-0.7301416993141174,
0.20577925443649292,
-0.29946455359458923,
0.7378377914428711,
-1.2640355825424194,
1.420168399810791,
0.4869716167449951,
1.6635950803756714,
0.8775464296340942,
-0.18267259001731873,
0.052522026002407074,
-0.34431907534599304,
-1.0892505645751953,
0.033728793263435364,
1.2444778680801392,
0.13135066628456116,
-0.4620063304901123,
1.1910375356674194,
0.11760304123163223,
-0.7293921709060669,
0.05545426160097122,
0.2826988101005554,
-0.26904547214508057,
1.1023461818695068,
0.16761618852615356,
0.2372342199087143,
-0.28483253717422485,
1.0123605728149414,
-0.634020209312439,
0.10944091528654099,
-0.9410379528999329,
0.7553684115409851,
0.08563394099473953,
0.40208131074905396,
-1.2265915870666504,
-0.4702644646167755,
0.8072530031204224,
-0.673987627029419,
0.08515729010105133,
-1.1399041414260864,
0.6159147620201111,
-1.4549652338027954,
-0.9450194835662842,
-0.2411971241235733,
-0.7226992845535278,
1.2513338327407837,
-0.7490026354789734,
-0.09826680272817612,
-0.6255035996437073,
1.3497631549835205,
-0.4533580541610718,
0.3833785057067871,
1.1483067274093628,
0.7535186409950256,
0.23773914575576782,
1.5289250612258911,
1.0113328695297241,
-1.8361985683441162,
-0.8030915260314941,
-0.27051493525505066,
-1.125638723373413,
-0.24061903357505798,
1.5524942874908447,
-0.09064638614654541,
-0.44599205255508423,
-1.9375890493392944,
-0.6192479729652405,
-0.7867263555526733,
-1.097280740737915,
1.843948245048523,
-0.9045944213867188,
0.8791044354438782,
-0.6320390105247498,
1.2772119045257568,
0.3415220379829407,
0.7347342371940613,
1.3181191682815552,
0.09228810667991638,
-0.5392000675201416,
-1.0078063011169434,
-0.32798004150390625,
0.2935173511505127,
-0.9591053128242493,
0.5149436593055725,
-0.6457984447479248,
0.7581924796104431,
-1.4949312210083008,
0.480142205953598,
-0.47515833377838135,
0.3331812024116516,
-0.13175973296165466,
-0.7651519179344177,
-0.3078283369541168,
0.6770103573799133,
-0.3136765658855438,
-0.3521002531051636,
1.175155758857727,
-1.2813202142715454,
-0.03186392784118652,
-1.184438943862915,
0.07664255052804947,
1.3017637729644775,
1.79936683177948,
0.3066668212413788,
0.099554643034935,
0.5948658585548401,
0.30077695846557617,
0.03273414075374603,
-1.0946416854858398,
0.4883715510368347,
-1.2886217832565308,
-0.23234063386917114,
0.6383233070373535,
0.1076798141002655,
0.19863060116767883,
-0.7371799945831299,
-0.5622666478157043,
-0.31835970282554626,
1.7020902633666992,
-0.8058311343193054,
-0.8116318583488464,
1.1588009595870972,
0.8719260692596436,
-1.7415786981582642,
-0.31016451120376587,
0.05996580049395561,
-2.340388059616089,
-0.037560321390628815,
0.8158561587333679,
-0.4810054898262024,
0.47957712411880493,
-2.1638526916503906,
0.44233572483062744,
-0.05291216820478439,
0.3777575194835663,
0.555670440196991,
0.5622106194496155,
1.950613260269165,
0.005768925417214632,
0.33968642354011536,
-0.31449490785598755,
0.8193151950836182,
-0.8393352627754211,
1.345996379852295,
-0.777717113494873,
0.13053849339485168,
-0.377562552690506,
0.5890586972236633,
-0.22851449251174927,
-1.4108659029006958,
-0.754824697971344,
-1.2738128900527954,
1.1244145631790161,
-0.7477107644081116,
-0.35423576831817627,
1.208871841430664,
-1.2819157838821411,
0.031492605805397034,
-1.3056644201278687,
-1.1725987195968628,
0.2444440722465515,
-0.5016436576843262,
-0.7866048812866211,
0.13635608553886414,
0.19720016419887543,
-0.0778287947177887,
-0.8533483147621155,
1.0801129341125488,
0.21164578199386597,
0.5169240236282349,
-0.07170431315898895,
-0.8434838056564331,
1.4992868900299072,
-0.6068325042724609,
0.2712848484516144,
-0.28784114122390747,
1.0359835624694824,
0.15276053547859192,
-0.579463005065918,
0.00025993259623646736,
1.4088791608810425,
-0.6956419944763184,
0.8183539509773254,
-0.12982019782066345,
-0.8687856793403625,
3.324138641357422,
0.2879360318183899,
-1.0307658910751343,
-0.40541547536849976,
0.6817571520805359,
2.256796360015869,
1.6171773672103882,
2.3041274547576904,
0.029506469145417213,
-0.44605329632759094,
-1.050250768661499,
-0.6194390058517456,
-0.2392030954360962,
-1.0597072839736938,
-0.2288075089454651,
0.5978877544403076,
0.5137550234794617,
-0.18179088830947876,
0.0888473391532898,
1.6038637161254883,
-1.2678468227386475,
-0.22141675651073456,
-0.5208972692489624,
-1.7150945663452148,
-2.0473155975341797,
-1.6772667169570923,
-1.067935824394226,
0.2526152729988098,
0.31577733159065247,
-0.6860240697860718,
-1.1874006986618042,
1.3558940887451172,
-0.15184803307056427,
0.45623117685317993,
-0.6039361953735352,
-0.24063950777053833,
-0.6404677629470825,
0.5191652774810791,
0.12051193416118622,
0.0876125693321228,
-0.3140413463115692,
-0.4349028468132019,
1.0410710573196411,
0.0641813576221466,
-0.07347437739372253,
-0.17465192079544067,
-0.27849990129470825,
-1.3297221660614014,
0.9862753748893738,
0.5838184356689453,
-0.5698282718658447,
1.6191672086715698,
0.19895760715007782,
1.5142385959625244,
-1.4138402938842773,
0.7613605856895447,
0.9578494429588318,
0.13268080353736877,
0.04083271324634552,
0.9188854694366455,
-1.4338799715042114,
-0.003112737089395523,
-1.347701907157898,
-0.3114587366580963,
0.9538814425468445,
0.4477035403251648,
-2.115889549255371,
0.5246040225028992,
-0.7217358350753784,
-0.42145732045173645,
0.22125013172626495,
0.3966500461101532,
-0.10587231069803238,
0.29976320266723633,
-1.0538017749786377,
0.21377822756767273,
-2.160414695739746,
0.2705065608024597,
0.796200692653656,
0.43246155977249146,
0.08523644506931305,
-0.6847051978111267,
0.5430247187614441,
-0.6862756609916687,
-1.1318446397781372,
-0.373519629240036,
-0.6540027856826782,
1.2307848930358887,
-0.4603956341743469,
1.3169629573822021,
-0.14888790249824524,
-0.9960482716560364,
-0.6316789388656616,
-0.9293820261955261,
-0.8799991607666016,
-1.687386155128479,
-1.475467324256897,
-0.34613892436027527,
0.854182243347168,
-0.1373964548110962,
-0.3455788791179657,
0.8064985871315002,
0.35512804985046387,
0.03344089537858963,
0.18338941037654877,
0.5514992475509644,
0.9312633872032166,
0.9895952343940735,
0.2309262603521347,
-0.4199402332305908,
-0.03147772327065468,
0.28851839900016785,
-0.9630377888679504,
-0.42126956582069397,
2.9607021808624268,
-0.396711140871048,
-0.15686604380607605,
-1.0779378414154053,
-0.09126391261816025,
0.2988523244857788,
-0.3220973014831543,
0.07506171613931656,
-0.20889249444007874,
0.4585568308830261,
-0.2519807815551758,
-0.4998280107975006,
0.27195847034454346,
0.7178968787193298,
-1.5974262952804565,
-0.08254159986972809,
-1.9283101558685303,
0.7543814182281494,
0.14290203154087067,
0.9692014455795288,
-0.25839176774024963,
0.6484387516975403,
0.48098570108413696,
-0.4243651032447815,
-0.6338944435119629,
-0.7793397307395935,
-0.3653866946697235,
1.4714254140853882,
0.7574529647827148,
0.1188412606716156,
0.21058888733386993,
-0.5579398274421692,
0.6312867403030396,
-0.36466076970100403,
-0.987678050994873,
0.9335915446281433,
0.02219366282224655,
-0.0007604062557220459,
-0.0341135710477829,
-0.2521684169769287,
-1.0572181940078735,
0.0204390250146389,
0.8716899156570435,
-0.4765799343585968,
1.451850175857544,
-0.4422367215156555,
-1.339852213859558,
-1.3821327686309814,
-0.7629482746124268,
-0.5772272944450378,
0.521445631980896,
4.224127769470215,
0.2378140538930893,
-0.2933890223503113,
1.1028683185577393,
2.217897891998291,
-0.056955039501190186,
0.4365256726741791,
-0.5050622224807739,
0.049450043588876724,
0.17058981955051422,
-2.0273892879486084,
-0.13000473380088806,
0.2869035601615906,
-0.32620757818222046,
0.44491973519325256,
1.0491384267807007,
-2.000450849533081,
0.9659633040428162,
-1.0430010557174683,
-0.8366594910621643,
0.41796860098838806,
0.3072291910648346,
1.7760416269302368,
0.4841218590736389,
0.7223340272903442,
1.3156781196594238,
-0.009340085089206696,
-0.10903380811214447,
1.271430492401123,
0.6889098882675171,
-0.012377217411994934,
-0.908110499382019,
0.15341734886169434,
1.0215034484863281,
-0.017022330313920975,
-1.3198059797286987,
-0.37280532717704773,
0.9233057498931885,
-0.3544972240924835,
-0.4164029061794281,
1.2629181146621704,
-0.4224027693271637,
1.6928825378417969,
1.6385760307312012,
-0.8485754728317261,
0.19159729778766632,
-0.4016822576522827,
-1.0026475191116333,
0.29675689339637756,
-0.46957993507385254,
1.1743526458740234,
0.32337456941604614,
-0.41718363761901855,
2.135737419128418,
-0.41219601035118103,
1.1572563648223877,
0.6549701690673828,
1.0098764896392822,
-0.49053001403808594,
-0.28489458560943604,
0.1698736846446991,
-0.510512113571167,
-0.8919149041175842,
0.7429105639457703,
-0.17617109417915344,
-0.47407644987106323,
-0.9234064817428589,
0.9475851058959961,
-1.0769367218017578,
0.7798036336898804,
0.1749972254037857,
-0.8742406368255615,
-0.6956208348274231,
-0.2817331552505493,
0.16307713091373444,
0.978121280670166,
-0.21206805109977722,
-0.6720657348632812,
0.7728294730186462,
-0.9885929822921753,
0.0625903457403183,
-0.5919007062911987,
-1.0474984645843506,
1.1850416660308838,
-0.329633891582489,
-0.6765527129173279,
-0.699697732925415,
0.21476352214813232,
-0.044913481920957565,
1.2315160036087036,
-0.3331487774848938,
0.2925763428211212,
-0.345558762550354,
-0.3507426679134369,
1.5861806869506836,
-1.6392778158187866,
-1.2967638969421387,
0.7112377882003784,
0.5252050757408142,
0.2039213478565216,
-0.24311314523220062,
1.2107315063476562,
-0.49230241775512695,
-0.12313950806856155,
1.210005760192871,
0.12884521484375,
0.3472055196762085,
-1.1789464950561523,
-0.3348299264907837,
-0.29048165678977966,
0.6724951863288879,
-1.1600291728973389,
-0.1744592785835266,
-0.0007497668266296387,
-1.2052465677261353,
-0.6860886216163635,
-0.8135830163955688,
-0.9180893898010254,
0.28154507279396057,
1.440393090248108,
0.05856236070394516,
-0.5898306369781494,
-1.0973742008209229,
0.7828339338302612,
-0.7593078017234802,
-0.16262158751487732,
0.561616063117981,
-0.34285980463027954,
1.114530324935913,
-0.12388301640748978,
1.3337379693984985,
-0.5108067989349365,
1.3250339031219482,
-0.0033416785299777985,
-0.11791568994522095,
-0.9773315191268921,
0.8279708027839661,
-0.42651432752609253,
1.9625102281570435,
0.02447713539004326,
-1.6515319347381592,
-0.1024918258190155,
0.20931191742420197,
0.5086091160774231,
-0.7657299637794495,
0.2711159586906433,
-0.2844233512878418,
0.38597583770751953,
0.6177076697349548,
-0.1531820297241211,
2.0990662574768066,
-1.207327961921692,
1.5634642839431763,
0.3040907382965088,
0.7899957895278931,
0.546403706073761,
-0.08075039833784103,
0.12090153992176056,
-0.8445351123809814,
0.5858722925186157,
-0.5677375197410583,
-0.4456835091114044,
0.6177750825881958,
-0.24210165441036224,
0.7201592922210693,
-0.13156554102897644,
-0.5545775890350342,
0.40409207344055176,
-0.5055290460586548,
-1.5007190704345703,
0.19963321089744568,
-0.606224775314331,
0.4751589596271515,
-0.8156061172485352,
-0.7261320352554321,
1.1486103534698486,
-1.0853402614593506,
-0.6600778102874756,
1.6750295162200928,
-0.11639587581157684,
1.4213367700576782,
0.2580682337284088,
-0.7939225435256958,
1.2352283000946045,
0.41462427377700806,
-1.4783865213394165,
0.7184255123138428,
0.331236869096756,
-0.403070867061615,
0.28982147574424744,
-0.8101403117179871,
0.7127785682678223,
-1.6286203861236572,
-0.7769968509674072,
-0.5627724528312683,
-0.004414532333612442,
0.9435588717460632,
-1.5593816041946411,
0.6699486374855042,
0.8449997901916504,
0.47908031940460205,
0.7252920269966125,
0.10856886953115463,
0.6162806153297424,
-1.8823089599609375,
0.14063799381256104,
-1.2753890752792358,
0.9372915625572205,
0.1874765157699585,
1.0368287563323975,
-1.4283772706985474,
0.9875627756118774,
0.37324976921081543,
0.33075597882270813,
-1.8399465084075928,
2.5055015087127686,
2.2427141666412354,
0.32225140929222107,
0.11676491051912308,
1.3002490997314453,
-0.1450488269329071,
-2.15421724319458,
0.4947185218334198,
-0.09156578779220581,
-0.8240706920623779,
2.1401615142822266,
2.594799280166626,
-0.3660091161727905,
-1.140221118927002,
0.176456481218338,
0.9229540824890137,
0.9290499091148376,
1.1628518104553223,
-0.015680914744734764,
-0.1106303259730339,
0.039589397609233856,
-0.25345394015312195,
-0.057773131877183914,
0.1740936040878296,
0.1692180037498474,
1.7665784358978271,
-0.4138164520263672,
-0.05991330370306969,
-0.08251158893108368,
0.5503227114677429,
-1.6236987113952637,
0.6744982600212097,
0.23788166046142578,
-0.8129733800888062,
-0.21587541699409485,
0.5547657012939453,
-1.1147723197937012,
0.40892931818962097,
-1.312593936920166,
-0.18753331899642944,
0.4162396490573883,
-0.03518947213888168,
-0.4408392906188965,
0.46468305587768555,
-0.5730963349342346,
0.8421099185943604,
0.07994528114795685,
3.0050153732299805,
-1.2785427570343018,
-1.1326388120651245,
-1.1124491691589355,
0.029614198952913284,
-0.5035471320152283,
-0.21568411588668823,
-0.9775179028511047,
-1.4459692239761353,
0.6772128939628601,
0.2530132830142975,
0.43820273876190186,
-0.03100110962986946,
-0.45902228355407715,
0.037021126598119736,
1.9355989694595337,
-0.5222718119621277,
0.0880904570221901,
0.998845100402832,
0.5539587736129761,
1.4943348169326782,
-0.5082176327705383,
-0.27755168080329895,
-0.15987528860569,
-0.49319833517074585,
0.22966215014457703,
0.45555612444877625,
-1.8382604122161865,
-0.1625094711780548,
-1.1435619592666626,
-0.03017771989107132,
0.6606855392456055,
-1.2463785409927368,
-0.525922954082489,
1.1516281366348267,
1.983694076538086,
-0.06392405182123184,
-1.1053690910339355,
0.9275014400482178,
-0.40893590450286865,
1.2690937519073486,
-0.5628415942192078,
0.24227532744407654,
-0.4977801740169525,
0.721146285533905,
0.5479153990745544,
0.3674429655075073,
0.4114920496940613,
0.2828220725059509,
0.6044042110443115,
-0.41916370391845703,
-0.08921930938959122,
0.3322153091430664,
1.2940434217453003,
0.47689712047576904,
-0.7823252081871033,
0.4151073396205902,
-1.1618478298187256,
-0.030715622007846832,
-0.3736669421195984,
0.5048068165779114,
-1.0171693563461304,
-1.8803277015686035,
-0.4773664176464081,
0.1473853886127472,
0.24676230549812317,
0.5649172067642212,
0.21994847059249878,
0.38687610626220703,
-1.2013694047927856,
-0.24244508147239685,
1.1703429222106934,
-0.07380016893148422,
0.7382918000221252,
-0.3707253932952881,
-0.48426008224487305,
-0.1814892292022705,
-0.2380964308977127,
-0.1695614457130432,
1.3509759902954102,
0.43794435262680054,
-1.130500316619873,
0.017835818231105804,
0.07495716959238052
] |
[
0.3297836184501648,
0.399527907371521,
-0.05010775476694107,
0.10227156430482864,
-0.22314831614494324,
0.057503435760736465,
0.2564406991004944,
-0.32262739539146423,
0.10919182002544403,
-0.4649718999862671,
0.6851951479911804,
0.9265543222427368,
0.35406437516212463,
-0.6678822040557861,
-0.43611374497413635,
0.05327912047505379,
-0.655465841293335,
-0.24431148171424866,
0.0679420530796051,
-0.5868213772773743,
0.17969006299972534,
-0.19913636147975922,
-1.471933126449585,
0.49811264872550964,
0.2376285344362259,
1.1952877044677734,
0.44298383593559265,
1.3183510303497314,
-0.4007669687271118,
0.17893972992897034,
0.5798101425170898,
0.01092285942286253,
0.5863761901855469,
-0.8460270166397095,
0.07892108708620071,
0.508348822593689,
0.17820963263511658,
-0.8115404844284058,
-0.5108894109725952,
0.7588059306144714,
0.07208061218261719,
0.48436447978019714,
0.8641295433044434,
-0.5796389579772949,
-0.4579876661300659,
0.2841718792915344,
0.19144479930400848,
0.051786813884973526,
-0.29163485765457153,
-0.636534571647644,
1.428247332572937,
-1.5342215299606323,
0.5736920237541199,
1.0387784242630005,
0.2040315568447113,
0.8026785254478455,
-0.07022281736135483,
-0.387645423412323,
0.6340912580490112,
-0.007469989359378815,
-0.64600670337677,
-0.23325306177139282,
0.37728461623191833,
-0.21211448311805725,
1.0776588916778564,
-0.5525709986686707,
0.15822459757328033,
1.0136395692825317,
-0.2408565729856491,
1.2572542428970337,
0.05272705852985382,
-0.7672998309135437,
0.030222490429878235,
-0.3654868006706238,
-0.5103715658187866,
1.2193514108657837,
-0.40757614374160767,
0.8279886841773987,
-1.0180785655975342,
0.8064377307891846,
1.0419315099716187,
-0.03410431742668152,
0.3531001806259155,
-0.06729868054389954,
0.02668500691652298,
0.4466315805912018,
0.9238450527191162,
0.2995162606239319,
-0.48949772119522095,
0.8369796872138977,
0.5515460968017578,
-0.29930856823921204,
0.20428091287612915,
0.03222225606441498,
0.38442376255989075,
1.0529242753982544,
-0.7290349006652832,
0.36552703380584717,
-0.48545148968696594,
1.0202637910842896,
-0.2463444620370865,
0.7327214479446411,
-0.49434900283813477,
0.2124704271554947,
1.0806559324264526,
-0.2367287278175354,
0.26982581615448,
-0.5559141635894775,
-0.05466416850686073,
-1.1037439107894897,
0.32342076301574707,
-0.8886124491691589,
0.1425623893737793,
-0.49350664019584656,
-0.9085239171981812,
-0.08365536481142044,
-0.7202970385551453,
0.26471713185310364,
-1.1253809928894043,
0.5718883275985718,
-0.5813341736793518,
0.42068731784820557,
0.12083761394023895,
0.5113343000411987,
0.686945915222168,
0.6259161829948425,
0.09746411442756653,
0.5989413857460022,
0.989453136920929,
-1.885137915611267,
-0.6437491774559021,
-0.8665614128112793,
0.03341103345155716,
-0.27983856201171875,
0.33781495690345764,
-0.4783729910850525,
-1.4411720037460327,
-1.3739272356033325,
-1.2121405601501465,
0.15740525722503662,
-0.9714559316635132,
0.06665720045566559,
0.676016628742218,
0.2496425211429596,
-1.2921198606491089,
0.6868789196014404,
-0.06047850474715233,
-0.07560697197914124,
0.8439658880233765,
-0.35980066657066345,
0.4728715419769287,
-0.4460430145263672,
-0.6693702936172485,
-0.053777582943439484,
0.07636011391878128,
-0.6013036370277405,
-0.31158387660980225,
-0.29310280084609985,
-1.5825488567352295,
0.42863187193870544,
0.38403934240341187,
-1.4418079853057861,
0.6899756789207458,
-0.2844703197479248,
-1.1305809020996094,
0.4962712228298187,
0.003862053155899048,
0.588042676448822,
0.39418184757232666,
-0.1779993325471878,
-0.24125973880290985,
-0.15858249366283417,
0.10362125188112259,
1.067272663116455,
0.561463475227356,
-0.6973606944084167,
-0.13010694086551666,
0.24701464176177979,
-0.8779873251914978,
-0.021502170711755753,
-0.2614782154560089,
1.2694194316864014,
-0.22174830734729767,
-1.0833302736282349,
0.26167672872543335,
1.340462327003479,
-0.5100743770599365,
-0.06743471324443817,
-0.28590551018714905,
-0.26433029770851135,
1.13560950756073,
0.01814565807580948,
0.5006066560745239,
-0.77339768409729,
-1.1729522943496704,
-0.15008768439292908,
-0.018069623038172722,
-0.48100200295448303,
-1.0106778144836426,
0.2373797595500946,
-0.32768356800079346,
0.20709940791130066,
-0.3255435824394226,
-1.1471049785614014,
0.007712874561548233,
-0.7111461162567139,
-0.5503586530685425,
-0.5012686848640442,
0.20861008763313293,
1.551818609237671,
-0.8209802508354187,
-0.012238696217536926,
-0.009608118794858456,
0.33426234126091003,
-0.9327605366706848,
1.289548635482788,
-0.7226701974868774,
0.3814147114753723,
-0.4588673710823059,
0.10219305008649826,
0.032627470791339874,
-0.471801221370697,
-0.22359804809093475,
-0.48301398754119873,
0.3821982741355896,
0.09550794214010239,
-0.3822758197784424,
1.5596911907196045,
-0.28417539596557617,
0.42104974389076233,
-0.18782849609851837,
-0.8821706771850586,
0.6996272802352905,
0.38328078389167786,
-0.10766759514808655,
-0.5740202069282532,
0.739206075668335,
0.2576048672199249,
-0.9760363101959229,
0.09003553539514542,
0.743122398853302,
0.7341733574867249,
-0.47701171040534973,
0.15778076648712158,
0.3590385317802429,
-0.23888704180717468,
0.23841515183448792,
0.1224549189209938,
0.6300176382064819,
0.6142416000366211,
0.16332358121871948,
-0.12228723615407944,
0.05766855180263519,
-1.2540768384933472,
-0.24050332605838776,
0.6912378072738647,
0.68869948387146,
2.0219032764434814,
0.10786799341440201,
-0.7893101572990417,
-0.9951323866844177,
-0.7262201309204102,
1.1610963344573975,
0.8889428377151489,
0.2221037894487381,
-0.20656177401542664,
-1.016882300376892,
-0.900212824344635,
-1.015883207321167,
-0.5659620761871338,
-0.4268338680267334,
-0.3079594373703003,
-0.20974455773830414,
-0.5560975074768066,
0.515696108341217,
0.8619704246520996,
1.3180056810379028,
-1.0542200803756714,
-0.33541280031204224,
-0.3967667818069458,
-0.03346284106373787,
-1.0625578165054321,
-0.9713184237480164,
0.02963203936815262,
0.04526253044605255,
0.2889998257160187,
-0.5034223198890686,
-0.5385174751281738,
0.589235782623291,
-1.0190669298171997,
1.0836801528930664,
-0.4520888924598694,
-1.0315419435501099,
0.0413292795419693,
0.2165854424238205,
-0.5325840711593628,
-0.7630566358566284,
-0.08877384662628174,
-0.526215672492981,
-0.2121555060148239,
-0.28960925340652466,
0.26248699426651,
-0.6103383898735046,
0.23881007730960846,
-0.7306945323944092,
0.2818463146686554,
0.18756356835365295,
0.2176937460899353,
0.7595712542533875,
-0.18270985782146454,
0.6413525342941284,
-0.8526785373687744,
0.7079429030418396,
0.5150290727615356,
-0.19172632694244385,
-0.04022828862071037,
-0.32053524255752563,
-0.441165566444397,
0.46178653836250305,
-0.11201503127813339,
-0.1673717200756073,
-0.7713136672973633,
-0.1270671784877777,
-0.35992124676704407,
-0.7318532466888428,
-0.3907872438430786,
-0.00893370620906353,
0.16083556413650513,
0.42479583621025085,
0.4309713840484619,
0.2655820846557617,
0.2582509219646454,
0.47110238671302795,
-0.9394862651824951,
0.6913020610809326,
-0.06703971326351166,
-0.05980558320879936,
0.22625060379505157,
0.05057409405708313,
-0.1978931725025177,
-0.464946448802948,
-0.04688313603401184,
-0.05581679940223694,
-0.8953821659088135,
0.8799329996109009,
-0.36572685837745667,
-0.6332195401191711,
0.12802058458328247,
-0.9971318244934082,
-0.19335293769836426,
-0.499021053314209,
-0.39427807927131653,
-1.1648414134979248,
-1.2073489427566528,
-0.9718385934829712,
-0.1740936040878296,
-0.635138750076294,
-1.4050925970077515,
0.6922832727432251,
0.16781681776046753,
-0.49721771478652954,
-0.618777871131897,
-0.6771391034126282,
-0.6393945217132568,
1.2648611068725586,
0.21361500024795532,
0.5117117762565613,
0.10513334721326828,
-0.6989681720733643,
-0.18322379887104034,
-0.15352466702461243,
0.6430149078369141,
-0.05701401084661484,
0.12615840137004852,
-1.0929030179977417,
0.5892120599746704,
-0.2349894791841507,
-0.12028411030769348,
0.27003714442253113,
0.7949660420417786,
1.0098143815994263,
0.19746629893779755,
-0.38385242223739624,
0.36143213510513306,
1.781050682067871,
-0.33625102043151855,
0.3829857110977173,
0.09663079679012299,
0.8418431282043457,
0.7026112079620361,
-0.5108251571655273,
0.6539455056190491,
-0.1910383701324463,
0.3466675579547882,
0.22510848939418793,
-0.9925194978713989,
-1.2761648893356323,
-0.9862237572669983,
0.2619449496269226,
1.0263714790344238,
0.6592398285865784,
-0.3208288848400116,
-0.4755067527294159,
0.8387160301208496,
-1.3561245203018188,
-0.5405005216598511,
0.9394503235816956,
0.49455323815345764,
-0.40735095739364624,
-0.5040661096572876,
-0.029258910566568375,
-0.30943161249160767,
1.1597157716751099,
0.7148259878158569,
-0.005490763112902641,
-0.6288450360298157,
-0.08702781796455383,
0.8938211798667908,
0.08403240144252777,
0.7857441306114197,
-0.06843903660774231,
0.3645322918891907,
14.18440055847168,
0.938875138759613,
0.13664935529232025,
0.05581194907426834,
1.664474606513977,
0.7806116342544556,
-0.4144127070903778,
-0.24174059927463531,
-0.9576554298400879,
0.1663631796836853,
0.4085114300251007,
0.547799825668335,
0.19002218544483185,
0.216769739985466,
0.02442658320069313,
0.3720490038394928,
-0.3590773046016693,
1.0143922567367554,
0.9506839513778687,
-1.7860292196273804,
0.29575249552726746,
-0.041285883635282516,
1.108986735343933,
-0.05833765119314194,
0.9958091974258423,
-0.06104665622115135,
0.27441930770874023,
-0.7304777503013611,
0.5206327438354492,
0.4657331109046936,
0.9484147429466248,
-0.28185221552848816,
0.02263898402452469,
-0.21168172359466553,
-1.0351018905639648,
-0.09808436036109924,
-0.2361508011817932,
-0.8109219670295715,
0.7118757963180542,
0.1804904192686081,
-0.021501891314983368,
-0.0661095678806305,
0.15861889719963074,
0.7702111601829529,
0.1389830857515335,
0.5450303554534912,
-0.31401070952415466,
-0.29766443371772766,
0.27763986587524414,
0.1692928969860077,
0.5282309651374817,
0.3618166148662567,
0.2859055995941162,
-0.08486919105052948,
0.597714900970459,
-0.054244279861450195,
0.42999470233917236,
1.2290199995040894,
-0.6408592462539673,
-0.30259421467781067,
-0.792391300201416,
0.198560893535614,
-0.424450159072876,
0.739097535610199,
-0.7688312530517578,
0.08483298122882843,
-0.2691809833049774,
0.6618041396141052,
0.047062136232852936,
0.5637314915657043,
-0.2976894974708557,
-0.517565906047821,
0.10893867909908295,
0.08196674287319183,
0.4443543553352356,
0.8100880980491638,
-0.9182455539703369,
-0.10559793561697006,
-0.6130242347717285,
0.0521966852247715,
0.2320190668106079,
-1.3529373407363892,
-1.100031852722168,
1.128982663154602,
-0.31850796937942505,
-0.40257346630096436,
-0.0807950496673584,
-0.6749578714370728,
-0.6553804874420166,
0.31090593338012695,
-1.084636926651001,
-0.7229113578796387,
-0.30559229850769043,
-0.6520037055015564,
0.18081751465797424,
-0.2007325440645218,
0.7882489562034607,
0.13423870503902435,
0.12686391174793243,
0.2771478295326233,
-0.5192444920539856,
0.0923522338271141,
0.14757521450519562,
-0.4304274022579193,
1.0257693529129028,
0.5640779137611389,
-0.24481602013111115,
-0.6940072774887085,
0.12194906175136566,
0.10896292328834534,
0.18105196952819824,
-0.2593294084072113,
0.46550363302230835,
-0.3146109879016876,
-0.9038057327270508,
-0.772499144077301,
-0.4498509168624878,
0.10475736856460571,
0.9719136953353882,
0.5109584331512451,
0.06719660758972168,
-0.3918300271034241,
-0.42569494247436523,
0.020172692835330963,
-1.0997918844223022,
0.4160866439342499,
0.5037485361099243,
-0.24365639686584473,
0.33568674325942993,
-0.34966251254081726,
0.24696505069732666,
-0.8593636751174927,
-0.014456598088145256,
0.23530259728431702,
0.18095843493938446,
-0.721024751663208,
1.3543345928192139,
-0.11721827834844589,
1.4409105777740479,
0.5070242881774902,
-0.062319207936525345,
-0.9582627415657043,
0.001508333720266819,
-0.9238194823265076,
0.54271000623703,
0.3465633690357208,
0.3300010561943054,
-0.1997678279876709,
0.7695291638374329,
0.3357194662094116,
-0.15826649963855743,
-0.6205958724021912,
0.44071951508522034,
-0.20289456844329834,
-0.3878714144229889,
0.01063103973865509,
0.2992449104785919,
-0.06649578362703323,
-0.47334346175193787,
0.2612378001213074,
0.3506782054901123,
0.34972265362739563,
-0.027512535452842712,
-0.6984227895736694,
0.19691681861877441,
0.2902281582355499,
-0.3670104444026947,
-1.0945547819137573,
-0.9955149292945862,
-1.5286037921905518,
-0.052069976925849915,
-1.0032538175582886,
0.1945216953754425,
-1.0529943704605103,
-0.4092138409614563,
0.7029982209205627,
-0.008463025093078613,
-0.41295957565307617,
0.11837786436080933,
0.27855026721954346,
-0.5167872905731201,
-1.361688494682312,
-0.5032734274864197,
0.9268125295639038,
1.2777005434036255,
-0.11953237652778625,
0.1757238358259201,
-0.47285178303718567,
-0.2691401243209839,
0.5408480763435364,
0.17365458607673645,
-0.21165993809700012,
-0.6906175017356873,
-0.8998773097991943,
0.30414295196533203,
-0.18940332531929016,
0.08117400109767914,
-1.0498929023742676,
0.7693448066711426,
0.8468456268310547,
0.5943209528923035,
-0.18965965509414673,
0.18284757435321808,
-0.9813413619995117,
-0.5932634472846985,
0.025106005370616913,
-0.6848673820495605,
0.47881466150283813,
0.11056769639253616,
-0.18409818410873413,
-0.7047359943389893,
0.7701767683029175,
0.5522264838218689,
-1.1908564567565918,
-1.0765949487686157,
0.6160128116607666,
-0.23845389485359192,
0.09244109690189362,
0.00874682143330574,
-0.41447749733924866,
-1.046826720237732,
-0.7801815271377563,
-0.5451876521110535,
-0.09810443222522736,
-0.20909279584884644,
0.9037790894508362,
1.298309326171875,
-1.473513126373291,
-0.29169362783432007,
0.8235224485397339,
-0.05138906091451645,
0.40761125087738037,
0.9529469013214111,
0.008346814662218094,
-0.6337056159973145,
-0.06760421395301819,
-0.34384992718696594,
0.34335023164749146,
-0.4207236170768738,
0.0775478258728981,
0.7752188444137573,
-0.1565544307231903,
-0.21955063939094543,
0.9435645341873169,
0.5852313041687012,
-0.7132165431976318,
0.033849939703941345,
-0.47044748067855835,
0.013348877429962158,
-0.5728450417518616,
0.679597020149231,
0.25558990240097046,
-0.006270222365856171,
0.2377614974975586,
0.17439605295658112,
0.7166252136230469,
-0.22878333926200867,
-0.9033523201942444,
0.6432728171348572,
-0.22974814474582672,
-0.027785170823335648,
-0.01780129224061966,
0.8247517347335815,
-0.8412463665008545,
-1.0742299556732178,
-0.4601099193096161,
-0.6063669919967651,
-0.6259431838989258,
0.01312379539012909,
-0.4286823272705078,
-1.0644731521606445,
0.5379615426063538,
0.8395090103149414,
-0.016256824135780334,
0.7750903964042664,
0.347975492477417,
0.572093665599823,
-0.2940712571144104,
-0.5966199636459351,
-0.7528667449951172,
0.43007010221481323,
0.8163172006607056,
1.0783555507659912,
-0.5241650938987732,
-0.18597078323364258,
-0.7097354531288147,
-0.44301795959472656,
0.7914413213729858,
0.5237510204315186,
-0.43314099311828613,
0.8792275786399841,
0.3621320426464081,
-0.01808006875216961,
-0.07144337892532349,
-0.4238152801990509,
-0.44485169649124146,
0.7055023908615112,
1.451033115386963,
0.2853570580482483,
0.0005369968712329865,
0.13405565917491913,
0.5697901248931885,
0.33143287897109985,
-0.22671891748905182,
0.7454755902290344,
0.13388758897781372,
-0.10662493109703064,
-0.19343167543411255,
0.07779636979103088,
0.2334011048078537,
-0.7495290040969849,
-0.5388375520706177,
0.30756688117980957,
0.3230001628398895,
-0.19970017671585083,
0.44034385681152344,
1.0841881036758423,
0.13668645918369293,
0.4638005197048187,
0.08757993578910828,
0.724530041217804,
-0.3024066686630249,
-0.01276990957558155,
0.39498716592788696,
-1.0415829420089722,
-0.235441654920578,
-0.1760423481464386,
-0.11182007938623428,
-0.29970091581344604,
0.14628815650939941,
0.6096585392951965,
-0.5527766346931458,
0.45306581258773804,
0.6903950572013855,
0.7737515568733215,
1.120998740196228,
0.3321716785430908,
-0.63038170337677,
0.23635202646255493,
-0.4158889651298523,
-0.055052466690540314,
-0.1768433302640915,
-0.05595368146896362,
-0.17897963523864746,
-0.10455475747585297,
0.2331719547510147
] |
{}
| null | null |
http://arxiv.org/abs/2006.07796v4
| 2020-06-14T00:00:00
|
Structure by Architecture: Structured Representations without Regularization
|
Felix Leeb; Guilia Lanzillotta; Yashas Annadani; Michel Besserve; Stefan Bauer; Bernhard Schölkopf
|
We study the problem of self-supervised structured representation learning using autoencoders for downstream tasks such as generative modeling. Unlike most methods which rely on matching an arbitrary, relatively unstructured, prior distribution for sampling, we propose a sampling technique that relies solely on the independence of latent variables, thereby avoiding the trade-off between reconstruction quality and generative performance typically observed in VAEs. We design a novel autoencoder architecture capable of learning a structured representation without the need for aggressive regularization. Our structural decoders learn a hierarchy of latent variables, thereby ordering the information without any additional regularization or supervision. We demonstrate how these models learn a representation that improves results in a variety of downstream tasks including generation, disentanglement, and extrapolation using several challenging and natural image datasets.
|
cs.LG; cs.CV; stat.ML
| 1
|
ICLR-2023
|
[
-0.617473840713501,
-0.3876475393772125,
-0.34355098009109497,
-0.1945188045501709,
-0.5904003381729126,
-0.10441194474697113,
0.49440860748291016,
0.12180665135383606,
-0.16045475006103516,
-0.9508771896362305,
-0.14502418041229248,
1.3771533966064453,
0.7589877843856812,
0.409069299697876,
-0.041088663041591644,
1.4771397113800049,
1.3462101221084595,
0.5872941613197327,
1.2777810096740723,
-0.5222688317298889,
0.003057229332625866,
-1.06732976436615,
-1.3833128213882446,
-0.16461069881916046,
0.2501083016395569,
0.3488296866416931,
0.2681874930858612,
0.1919483095407486,
0.6284086108207703,
-0.12831833958625793,
0.4730379581451416,
-0.9935250282287598,
-0.5502302050590515,
-0.11882400512695312,
-0.7737776041030884,
1.4722336530685425,
1.0770759582519531,
-0.6622763276100159,
-0.14319458603858948,
0.6913952827453613,
-0.23809966444969177,
0.2774026095867157,
1.6067543029785156,
-1.3379077911376953,
-0.46449562907218933,
0.019228629767894745,
-0.8790475130081177,
-0.48725053668022156,
0.5826619863510132,
-0.22358572483062744,
0.5702415704727173,
-1.8230760097503662,
-0.7245357632637024,
0.9548773169517517,
-0.7626720666885376,
0.5139652490615845,
-1.0352534055709839,
-0.3707132041454315,
0.6911532282829285,
0.32221153378486633,
-1.0550817251205444,
-0.338926762342453,
0.5742318630218506,
-0.6639000177383423,
1.1694506406784058,
-1.6605792045593262,
0.21733655035495758,
1.0111552476882935,
0.3453402817249298,
2.4651987552642822,
-2.1031436920166016,
-0.5026941895484924,
-0.7609885931015015,
0.4508484899997711,
0.07604776322841644,
1.1239818334579468,
-1.4219924211502075,
1.213302731513977,
0.37250083684921265,
1.303338885307312,
0.5448929071426392,
-0.6639673709869385,
-0.22022835910320282,
-0.3053629696369171,
-0.23728176951408386,
0.061266206204891205,
1.2202472686767578,
0.15506425499916077,
-0.824040949344635,
1.0423506498336792,
-0.3565904498100281,
-0.7688117623329163,
0.11626535654067993,
0.7506425380706787,
-0.031964655965566635,
0.23962123692035675,
0.6035216450691223,
-0.01053810678422451,
-0.30903851985931396,
0.9506232738494873,
-0.9833626747131348,
0.42176005244255066,
-0.8251878023147583,
0.4679638743400574,
0.45500680804252625,
-0.2604908347129822,
-0.7894747853279114,
-0.16821794211864471,
0.9350119233131409,
-0.42007118463516235,
-0.5253685712814331,
-0.9159824848175049,
0.3806278705596924,
-1.5703537464141846,
-0.815879225730896,
-0.5913336277008057,
-0.1249498575925827,
0.9500558376312256,
-0.48088914155960083,
0.3639982044696808,
-0.1618853658437729,
1.4385597705841064,
0.34498611092567444,
0.09115143865346909,
0.7735748291015625,
1.0446642637252808,
-0.0282153207808733,
1.6354186534881592,
0.864006519317627,
-1.489036202430725,
-0.1345483362674713,
-0.7416078448295593,
-0.5262401103973389,
-0.3603847026824951,
1.397222638130188,
0.3055306375026703,
-0.4807587265968323,
-1.0689513683319092,
-1.0282844305038452,
-1.0274410247802734,
-0.7224740386009216,
1.8898054361343384,
-1.1229015588760376,
0.8077892065048218,
-0.2910718321800232,
1.1716567277908325,
0.12293267250061035,
1.0916129350662231,
1.629083275794983,
-0.05523085966706276,
-0.7512232661247253,
-1.1844040155410767,
-0.01757948286831379,
0.017638958990573883,
-1.1440175771713257,
0.06421101093292236,
-0.7811673879623413,
0.5289984941482544,
-0.9995193481445312,
0.8205536007881165,
-0.04608117789030075,
0.43776145577430725,
0.09092959016561508,
-0.838115394115448,
-0.22027337551116943,
0.8061792254447937,
-0.06110420078039169,
-0.668641984462738,
1.4942548274993896,
-1.3935209512710571,
0.16908589005470276,
-1.2129124402999878,
-0.3071971535682678,
1.1171902418136597,
1.7996059656143188,
0.6393361687660217,
0.3641577363014221,
0.3599652349948883,
0.11717770248651505,
0.016883064061403275,
-1.029366135597229,
-0.11290349066257477,
-0.9763205647468567,
0.08282539248466492,
0.7145445346832275,
-0.1367386132478714,
0.34812745451927185,
-0.7005813717842102,
-0.29525095224380493,
-0.5284094214439392,
1.663413643836975,
-0.2688988149166107,
-1.352372407913208,
1.018845558166504,
0.996860146522522,
-1.770288348197937,
-0.3089767098426819,
0.09165602922439575,
-2.2093465328216553,
0.36613672971725464,
0.4392480254173279,
-0.3023197650909424,
0.8229061961174011,
-2.279005765914917,
0.548110842704773,
-0.16482648253440857,
0.1765979528427124,
1.0053198337554932,
0.6163266897201538,
1.8574248552322388,
-0.17430904507637024,
0.31392887234687805,
-1.0199902057647705,
0.9479445815086365,
-1.1119052171707153,
1.0638511180877686,
-0.9009101986885071,
-0.2118731141090393,
0.20230251550674438,
0.0862269327044487,
-0.6352645754814148,
-1.7744139432907104,
-0.927395224571228,
-1.02346670627594,
1.7610174417495728,
-0.5810723900794983,
-0.2807600796222687,
1.0348843336105347,
-1.076804280281067,
-0.06608877331018448,
-1.2382582426071167,
-1.09725821018219,
0.15542072057724,
-0.04133595898747444,
-1.1024459600448608,
-0.28759631514549255,
0.28598880767822266,
-0.43508678674697876,
-0.8894389271736145,
1.2602441310882568,
-0.03518857806921005,
0.2907788157463074,
0.39843785762786865,
-0.02111249789595604,
1.1160304546356201,
-0.1554562747478485,
0.36353692412376404,
0.5250677466392517,
1.021880030632019,
0.2922092378139496,
-0.7293209433555603,
0.6321719288825989,
0.6601270437240601,
-0.5543617606163025,
0.3974321782588959,
0.015070933848619461,
-0.5242052674293518,
2.840862989425659,
0.14999666810035706,
-0.7647148370742798,
0.03947274386882782,
1.1435734033584595,
2.4049599170684814,
1.6776645183563232,
1.6312257051467896,
-0.5880009531974792,
-0.3266740143299103,
-1.0607290267944336,
-0.48775410652160645,
-0.006921626627445221,
-0.6151303052902222,
-0.3342307209968567,
0.4144037365913391,
-0.40531474351882935,
-0.4349474310874939,
0.3809647262096405,
1.0596122741699219,
-0.3988109230995178,
-0.17277060449123383,
-0.3912641108036041,
-1.3819844722747803,
-1.8600784540176392,
-1.0275754928588867,
-1.003048300743103,
-0.020418427884578705,
0.30081602931022644,
0.04709041863679886,
-0.6559955477714539,
1.0313186645507812,
-0.12056268751621246,
0.8082709908485413,
-0.4892715811729431,
-0.1630152463912964,
-0.19243372976779938,
0.4157888889312744,
0.18340851366519928,
-0.14225997030735016,
0.09006628394126892,
-0.23575200140476227,
1.072813630104065,
0.02119835652410984,
-0.09425082057714462,
0.5088972449302673,
-0.4406850039958954,
-1.1663106679916382,
1.1615756750106812,
0.18969012796878815,
-0.2730749845504761,
1.9686646461486816,
-0.13344185054302216,
1.5772454738616943,
-1.0068439245224,
0.8656854033470154,
0.11687477678060532,
0.35644495487213135,
0.13757139444351196,
0.633551299571991,
-1.177262544631958,
0.07772277295589447,
-1.4201579093933105,
0.14554673433303833,
1.2110724449157715,
0.49924352765083313,
-2.0889973640441895,
0.6079477667808533,
-0.5800597071647644,
-0.15510977804660797,
0.7784761190414429,
0.7890034317970276,
-0.11245734989643097,
0.29717543721199036,
-0.9218594431877136,
0.6100876331329346,
-2.798983335494995,
0.09241493791341782,
0.7078827619552612,
-0.4761691987514496,
0.013587016612291336,
-0.5734595656394958,
0.284421443939209,
-1.0220096111297607,
-1.1270345449447632,
-0.25063902139663696,
-0.7572121024131775,
0.6483427286148071,
-0.5650857090950012,
1.316592812538147,
-0.10023830085992813,
-0.8941042423248291,
-0.8188977241516113,
-1.3434003591537476,
-0.6852337718009949,
-1.1748613119125366,
-1.5269089937210083,
-0.6075238585472107,
0.5870806574821472,
0.3304556906223297,
-0.003995738923549652,
0.30234456062316895,
0.5857241153717041,
-0.17369011044502258,
-0.1527797281742096,
0.7158617377281189,
1.1271677017211914,
0.8250682353973389,
0.09631729871034622,
0.07606007158756256,
-0.26964470744132996,
0.453533798456192,
-1.1303701400756836,
-0.4988320469856262,
2.8905975818634033,
-0.5500790476799011,
-0.029153399169445038,
-1.3386499881744385,
-0.6839638352394104,
-0.12826372683048248,
-1.1129025220870972,
0.8191817998886108,
-0.27647069096565247,
0.5411971807479858,
-0.012491732835769653,
-1.1278541088104248,
0.5900826454162598,
0.8508780002593994,
-2.0236916542053223,
-0.5183787941932678,
-2.006338596343994,
0.468391478061676,
-0.11309634894132614,
0.9183013439178467,
-0.1224001869559288,
0.9045212268829346,
-0.18058541417121887,
-0.3308822512626648,
-0.11969483643770218,
-0.5039202570915222,
-1.0271121263504028,
1.0180801153182983,
0.5905890464782715,
0.24438777565956116,
-0.011715881526470184,
-0.9825149774551392,
0.4759048819541931,
-0.7450489401817322,
-0.8644698858261108,
0.8727779984474182,
0.0681900829076767,
-0.16990026831626892,
0.07103268057107925,
-0.15892519056797028,
-0.9059346318244934,
-0.15451310575008392,
0.6775194406509399,
-1.0879276990890503,
1.80208158493042,
-0.09804144501686096,
-1.497997522354126,
-1.5110492706298828,
-0.6642064452171326,
-0.9097899198532104,
0.9895403981208801,
4.968579292297363,
0.3297467529773712,
-0.14828307926654816,
1.6140837669372559,
1.9981580972671509,
-0.6209883689880371,
0.5796220898628235,
-0.6233900785446167,
-0.2924463450908661,
-0.1683637499809265,
-1.337966799736023,
0.13083422183990479,
0.36386966705322266,
0.038536541163921356,
-0.11033077538013458,
1.2925244569778442,
-2.3518834114074707,
0.763233482837677,
-1.546201229095459,
-0.6692833304405212,
0.35325396060943604,
0.7466923594474792,
1.8896862268447876,
0.5860860347747803,
0.7952727675437927,
1.2078888416290283,
0.11969359219074249,
0.23675021529197693,
1.245705246925354,
0.34586161375045776,
-0.22264833748340607,
-0.8447698950767517,
0.26949381828308105,
1.6406123638153076,
0.33521124720573425,
-1.30685555934906,
-0.9514856934547424,
0.6321090459823608,
-0.2774762809276581,
-0.6964483261108398,
0.29524022340774536,
-0.6140375733375549,
1.0916510820388794,
2.0705630779266357,
-0.7338888645172119,
-0.3279549181461334,
-0.277252733707428,
-0.3467382490634918,
0.0027356278151273727,
-0.605140209197998,
0.938230574131012,
0.3508942723274231,
-0.5992417335510254,
1.8044437170028687,
-0.27265697717666626,
1.0254573822021484,
0.5438162684440613,
1.0527807474136353,
-0.6873347759246826,
-0.05737664923071861,
0.6493299603462219,
-0.5000134706497192,
-0.6285841464996338,
0.2691991329193115,
0.07213161140680313,
-0.3269033432006836,
-0.813962996006012,
1.0720629692077637,
-0.826516330242157,
0.4556531012058258,
0.006042109802365303,
-0.2419234812259674,
-0.7295156717300415,
-0.4080309569835663,
0.18368951976299286,
0.7511778473854065,
0.11890461295843124,
-0.9767641425132751,
0.5928520560264587,
-1.2014902830123901,
0.4660576283931732,
-0.18225504457950592,
-1.4582581520080566,
0.6834364533424377,
-0.011783335357904434,
-0.05238702893257141,
-0.8742948770523071,
0.1879228800535202,
0.1933516263961792,
0.6325151920318604,
-0.11433138698339462,
0.6138862371444702,
-0.04132041335105896,
-0.4325887858867645,
1.2785024642944336,
-1.788072943687439,
-0.9224255084991455,
0.4935416579246521,
0.22718127071857452,
0.08266443014144897,
0.23000626266002655,
1.385374665260315,
-1.3279154300689697,
-0.7748489379882812,
1.1239992380142212,
-0.36484065651893616,
0.6996244788169861,
-1.3208333253860474,
-0.6899817585945129,
0.17054776847362518,
0.5579060316085815,
-0.6488932967185974,
-0.9037845134735107,
-0.2208433747291565,
-1.1617560386657715,
-0.44276702404022217,
-0.5060560703277588,
-0.48007696866989136,
0.1585559844970703,
1.1136566400527954,
0.8605563640594482,
0.056875959038734436,
-1.3224475383758545,
0.7168244123458862,
-0.42109429836273193,
-0.25575631856918335,
0.6537908315658569,
-0.2960626184940338,
0.9125691056251526,
0.2630755305290222,
0.6317378282546997,
-0.5181517601013184,
1.5054816007614136,
-0.25505179166793823,
0.06189567595720291,
-0.8865953683853149,
1.045526146888733,
-1.3009413480758667,
2.1869194507598877,
0.7314202785491943,
-1.3727920055389404,
-0.6118595600128174,
0.1352119892835617,
1.1108397245407104,
-1.1189044713974,
0.5710732936859131,
-0.16646061837673187,
-0.007306039333343506,
0.8400620222091675,
-0.3922574520111084,
1.912102222442627,
-0.8669815063476562,
1.0626602172851562,
-0.3770657181739807,
0.961814820766449,
0.21851500868797302,
-0.322258323431015,
0.22417223453521729,
-0.993468165397644,
1.2452281713485718,
0.017048722133040428,
-0.17181330919265747,
0.5975285768508911,
-0.058293819427490234,
1.2122935056686401,
-0.28161364793777466,
-1.1002310514450073,
0.1894165277481079,
-0.032920148223638535,
-1.4767965078353882,
0.5732883214950562,
-1.4748653173446655,
0.22243019938468933,
-0.701521635055542,
-0.4693453013896942,
0.727206289768219,
-1.263920545578003,
0.06636625528335571,
1.613077998161316,
-0.44951000809669495,
1.497612714767456,
0.2524556517601013,
-0.59468013048172,
1.4547786712646484,
0.07036621868610382,
-1.666965126991272,
0.6911144256591797,
0.3778616786003113,
-0.46810123324394226,
-0.12796518206596375,
-0.5738542675971985,
0.041289281100034714,
-1.6177228689193726,
-0.7587765455245972,
-0.5842447876930237,
-0.3536752462387085,
0.9738712906837463,
-1.228514313697815,
0.7630330920219421,
1.0225733518600464,
0.4554392695426941,
1.0636770725250244,
0.7713090181350708,
0.8107637166976929,
-1.7566691637039185,
0.2874678075313568,
-1.3880630731582642,
1.3468408584594727,
0.09630731493234634,
0.9373290538787842,
-1.1963435411453247,
0.11864602565765381,
-0.0031418204307556152,
0.270453542470932,
-1.5111387968063354,
1.9680341482162476,
1.959587574005127,
0.8654249310493469,
0.11820892989635468,
1.4279751777648926,
-0.4308518171310425,
-2.4745397567749023,
0.46895524859428406,
0.2624712288379669,
-0.5428668856620789,
1.9497767686843872,
2.645089626312256,
-0.3856728971004486,
-0.9773532152175903,
0.10573194175958633,
0.838225245475769,
1.1825568675994873,
1.2497764825820923,
-0.7097644805908203,
0.23553425073623657,
-0.02496178448200226,
0.05977223068475723,
-0.477020800113678,
-0.24690362811088562,
0.16342464089393616,
2.062687397003174,
-0.8819288611412048,
-0.341143935918808,
0.23718200623989105,
0.5620126128196716,
-1.7178107500076294,
0.44558030366897583,
0.44822922348976135,
-0.8684393167495728,
0.2804807424545288,
0.34072208404541016,
-0.8953194618225098,
0.06575975567102432,
-1.2574939727783203,
-0.17786778509616852,
0.20031462609767914,
-0.05983714014291763,
-0.2371191680431366,
0.6975342035293579,
-0.47490087151527405,
0.7842997908592224,
0.2667800784111023,
2.905369997024536,
-1.5093193054199219,
-1.659946084022522,
-1.235481858253479,
0.03868895769119263,
0.033761169761419296,
0.039120856672525406,
-0.9483197331428528,
-1.1295424699783325,
0.8329334855079651,
-0.16607436537742615,
0.4205193519592285,
-0.3222661018371582,
-0.37765949964523315,
-0.49836528301239014,
1.8903127908706665,
-0.8271384239196777,
0.13338302075862885,
0.8136289119720459,
0.7333016395568848,
1.1597034931182861,
-1.0329946279525757,
-0.6163614392280579,
-0.050967637449502945,
-0.597940981388092,
0.2899841070175171,
0.10850623995065689,
-1.9779258966445923,
0.19389908015727997,
-0.9294859170913696,
-0.5934262871742249,
0.22554652392864227,
-1.7327964305877686,
-0.24812719225883484,
1.3514626026153564,
1.2944060564041138,
0.03775690868496895,
-0.8887615203857422,
1.6039577722549438,
-0.10019657015800476,
0.7809805870056152,
-0.24897894263267517,
-0.0038951635360717773,
-0.386930912733078,
0.8182753324508667,
0.44497764110565186,
0.4569624066352844,
0.587867259979248,
0.45725923776626587,
0.6627510786056519,
-0.46233779191970825,
-0.06148857623338699,
0.18315966427326202,
1.1267203092575073,
-0.05313311517238617,
-0.5194361209869385,
0.04079550504684448,
-0.4499540627002716,
0.3674611449241638,
-0.2924451231956482,
0.3972707688808441,
-1.416764736175537,
-1.5201613903045654,
-0.41757452487945557,
0.18298515677452087,
-0.41227254271507263,
0.8550377488136292,
0.13443398475646973,
0.3914918303489685,
-0.8786193132400513,
-0.32576099038124084,
0.9954655170440674,
-0.14598023891448975,
0.6532458662986755,
-0.7977163791656494,
0.30565720796585083,
-0.8802975416183472,
-0.4105175733566284,
0.3316410481929779,
1.50147545337677,
0.5943673849105835,
-0.708818793296814,
0.08017675578594208,
-0.30665868520736694
] |
[
0.2846464514732361,
0.788372814655304,
-0.23505939543247223,
-0.06445222347974777,
-0.30919349193573,
-0.2559911608695984,
0.7198917269706726,
-0.7416119575500488,
0.25550389289855957,
-0.49763917922973633,
0.7615611553192139,
0.4657799005508423,
0.31415700912475586,
-0.2725054621696472,
-0.45451393723487854,
-0.07724795490503311,
-0.4841599464416504,
0.3718067705631256,
0.04736596345901489,
-0.44788622856140137,
-0.5328388810157776,
-0.4890497326850891,
-1.325643539428711,
0.13098816573619843,
0.33185216784477234,
0.8032541275024414,
0.5275334715843201,
1.1407290697097778,
-0.10004816949367523,
0.2566963732242584,
0.5811550617218018,
-0.3253207504749298,
0.5089359283447266,
-0.7761934995651245,
-0.1750001311302185,
0.393336683511734,
0.3483597934246063,
-0.5642378926277161,
-0.7698360681533813,
0.43688952922821045,
-0.27126723527908325,
0.08776605874300003,
1.0553536415100098,
-0.4084431827068329,
-0.2509470582008362,
0.4386444091796875,
0.4595769941806793,
0.8200137615203857,
-0.060394175350666046,
-0.9164286851882935,
1.588110327720642,
-1.088854193687439,
0.6848191022872925,
1.518656611442566,
0.26882028579711914,
0.45289114117622375,
-0.8767614364624023,
-0.49034422636032104,
0.4809741675853729,
-0.0077367499470710754,
-0.6288735866546631,
-0.140912264585495,
0.22831498086452484,
-0.6291782855987549,
1.1060889959335327,
-0.7711431384086609,
0.21669399738311768,
1.1888105869293213,
0.1366957724094391,
1.6135680675506592,
-0.051749713718891144,
-0.6357385516166687,
-0.02254514768719673,
0.21937456727027893,
-0.006428271532058716,
1.0649595260620117,
-0.402789443731308,
0.543787956237793,
-1.0901715755462646,
0.05691521242260933,
0.9314764142036438,
-0.4316403865814209,
0.11813835799694061,
-0.6963011622428894,
0.09276193380355835,
0.994198203086853,
0.6664295792579651,
0.5358917713165283,
-0.24930019676685333,
0.8733038902282715,
0.2449806034564972,
0.023579910397529602,
-0.5913694500923157,
0.26434144377708435,
0.44216033816337585,
0.7787151336669922,
-0.8914461135864258,
0.09054958820343018,
-0.21179668605327606,
1.0626012086868286,
0.07662542164325714,
0.7468332648277283,
-0.6284125447273254,
0.07882408052682877,
1.4295355081558228,
-0.08702991157770157,
0.9178721904754639,
-0.7648459076881409,
0.20141467452049255,
-0.6840832233428955,
-0.041371166706085205,
-0.8307470083236694,
0.2495271861553192,
-0.7998467683792114,
-1.0213295221328735,
-0.8065549731254578,
-0.6030510067939758,
0.24764633178710938,
-1.0507044792175293,
0.7025762796401978,
-0.18306086957454681,
0.17574676871299744,
-0.12905272841453552,
0.4025602340698242,
0.22931942343711853,
0.7363795042037964,
-0.2207186371088028,
0.37825873494148254,
0.5222431421279907,
-0.7131595015525818,
-0.6898947358131409,
-0.8808342218399048,
-0.11286912113428116,
0.052996933460235596,
0.19080722332000732,
-0.13216720521450043,
-1.2113291025161743,
-1.3711920976638794,
-1.0677086114883423,
0.010740101337432861,
0.03936779499053955,
0.6016998887062073,
1.1685022115707397,
0.36793044209480286,
-0.6055663824081421,
0.8994971513748169,
-0.7806854248046875,
0.10493171960115433,
0.9307668805122375,
-0.13092011213302612,
0.34685441851615906,
-0.15757855772972107,
-0.5869814157485962,
-0.2172868847846985,
0.03544918820261955,
-0.9168818593025208,
-0.8229425549507141,
-0.3679017424583435,
-1.187913179397583,
0.2963392436504364,
0.08477714657783508,
-0.9671621322631836,
0.8788471221923828,
-0.37586766481399536,
-0.9919531941413879,
0.4504562318325043,
-0.5233279466629028,
0.02606378123164177,
0.11925359070301056,
-0.034099407494068146,
-0.10746262967586517,
-0.30707889795303345,
0.1438455879688263,
0.5102267265319824,
0.6923925280570984,
-0.8266090154647827,
0.10703675448894501,
-0.04654913395643234,
-0.7734693884849548,
-0.42989981174468994,
-0.235754132270813,
0.41238439083099365,
-0.4221443235874176,
-0.58340984582901,
0.4462657570838928,
0.7020745873451233,
-0.15076234936714172,
-0.2760438919067383,
-0.4286561608314514,
-0.6100175976753235,
0.6662520170211792,
-0.09622160345315933,
0.6005306243896484,
-0.8128615021705627,
-0.3749309778213501,
-0.0011375024914741516,
-0.04980843514204025,
-0.3714124858379364,
-0.763187825679779,
0.3930003046989441,
-0.47090885043144226,
0.3427569270133972,
-0.2899879217147827,
-1.2958840131759644,
-0.1357918083667755,
-0.13334685564041138,
-0.9865891933441162,
-0.5340907573699951,
0.44776228070259094,
1.1471868753433228,
-0.9169290065765381,
-0.16622309386730194,
-0.056601349264383316,
0.2724144756793976,
-0.8379296660423279,
1.2822425365447998,
-0.5200871825218201,
0.17424502968788147,
-0.41648536920547485,
-0.2771732807159424,
-0.24874138832092285,
-0.5748403072357178,
0.3243820071220398,
-0.19244901835918427,
0.8837826251983643,
0.4826558232307434,
-0.5237852931022644,
1.536213755607605,
-0.23247435688972473,
0.7282108664512634,
-0.08557221293449402,
-0.7191495299339294,
0.60014808177948,
0.1565261334180832,
-0.09235231578350067,
-0.2591536343097687,
0.39672020077705383,
0.10132523626089096,
-0.7295724153518677,
0.34475067257881165,
0.3921716809272766,
0.6966248154640198,
-0.05283425375819206,
0.2291593849658966,
1.0514483451843262,
-0.47017180919647217,
0.37020909786224365,
0.8043084740638733,
0.9176389575004578,
0.9650006294250488,
0.3305039703845978,
0.1351379007101059,
-0.16092216968536377,
-0.8349083065986633,
-0.019912267103791237,
0.4683231711387634,
0.9107161164283752,
1.4967398643493652,
0.43797460198402405,
-0.7372241616249084,
-0.8546673655509949,
-0.6836711764335632,
0.8357487916946411,
0.7420267462730408,
-0.5432970523834229,
-0.6738670468330383,
-0.7270804047584534,
-0.38532501459121704,
-0.5099760890007019,
0.10200805962085724,
-0.6712931990623474,
0.020318202674388885,
-0.20701807737350464,
-0.7859162092208862,
0.2824002206325531,
0.5224473476409912,
1.1772222518920898,
-0.23201096057891846,
-0.2237333506345749,
-0.4147719442844391,
0.10455930978059769,
-0.6124803423881531,
-0.48957425355911255,
0.2981525957584381,
-0.38149410486221313,
0.0765313059091568,
0.03364492207765579,
-0.005384303629398346,
0.06787864863872528,
-0.7269659042358398,
1.2517614364624023,
-0.5909395217895508,
-0.7274119853973389,
0.3368167281150818,
0.5420984625816345,
-0.7940014600753784,
-0.7502017021179199,
0.2465880811214447,
-0.1897365301847458,
0.09697774052619934,
-0.10895997285842896,
-0.08040110021829605,
0.11782301962375641,
0.32532814145088196,
-0.37634602189064026,
-0.10039851814508438,
0.030079636722803116,
0.2600718140602112,
1.1926367282867432,
-0.024867700412869453,
-0.18729707598686218,
-1.1378425359725952,
0.4286506474018097,
-0.06282025575637817,
-0.44211864471435547,
-0.11866852641105652,
-0.4934486746788025,
-0.028140056878328323,
0.6565638780593872,
-0.5225666761398315,
-0.5323023200035095,
-0.16824953258037567,
0.44486135244369507,
-0.7491441369056702,
-0.4487307667732239,
-0.34710249304771423,
0.22646401822566986,
0.32416558265686035,
0.9611051082611084,
0.4514628052711487,
0.5014615058898926,
0.22532525658607483,
0.34507253766059875,
-1.4127081632614136,
0.5971881747245789,
0.2842729687690735,
0.6692875623703003,
0.3887690007686615,
0.15953604876995087,
-0.632515549659729,
-0.7023636698722839,
-0.09018289297819138,
-0.3917568325996399,
-0.6153308749198914,
0.6105673313140869,
-0.7507990598678589,
-0.3236273527145386,
-0.5936756134033203,
-0.6139625310897827,
-0.06215548887848854,
-0.32317063212394714,
-0.3314083218574524,
-0.4846552908420563,
-1.0367802381515503,
-0.8092502951622009,
-0.6417980790138245,
-0.31024864315986633,
-0.8063493371009827,
0.5149908661842346,
0.23467040061950684,
-0.4134542644023895,
-0.5735729336738586,
0.08752638101577759,
-0.05446946248412132,
0.5996333360671997,
-0.11670291423797607,
0.4777224659919739,
0.46232086420059204,
-0.8666889667510986,
-0.04296552389860153,
0.5011103749275208,
0.5408344864845276,
-0.35942772030830383,
0.23780637979507446,
-0.9963119029998779,
0.2623199224472046,
-0.2656683325767517,
-0.7252107262611389,
0.5837413668632507,
0.5675588846206665,
0.6251645684242249,
0.24799859523773193,
-0.3724501132965088,
0.9167132377624512,
1.5337697267532349,
-0.7287311553955078,
0.2760756015777588,
-0.12678758800029755,
0.9605739712715149,
0.41479402780532837,
-0.6116052865982056,
0.441491037607193,
0.18634328246116638,
0.3707461655139923,
0.2533276379108429,
0.1541653424501419,
-0.5532142519950867,
-1.3191465139389038,
0.41446638107299805,
0.8770763278007507,
0.3661685585975647,
-0.193781778216362,
-0.7106500267982483,
0.9806445240974426,
-1.0778465270996094,
-0.8292527198791504,
0.4928249418735504,
0.7738866806030273,
-0.27358290553092957,
-0.6592759490013123,
0.03468730300664902,
-0.16758085787296295,
0.4319271743297577,
0.2938951849937439,
-0.5302367806434631,
0.03847254812717438,
-0.15438111126422882,
0.6786054372787476,
0.018572157248854637,
0.5044545531272888,
-0.0401688851416111,
0.22513653337955475,
14.882283210754395,
1.0232723951339722,
0.40097740292549133,
0.27396339178085327,
0.8390856385231018,
0.1702818125486374,
-0.7713738083839417,
0.0025916248559951782,
-1.0988870859146118,
-0.26494768261909485,
0.6804589629173279,
0.7749664187431335,
0.6329740285873413,
0.3360450267791748,
-0.2360423505306244,
0.360327810049057,
-0.42988136410713196,
1.0222337245941162,
0.536396324634552,
-1.463125467300415,
0.5895211100578308,
0.3821888864040375,
0.6736292839050293,
0.2579207420349121,
0.8363646864891052,
0.49773815274238586,
0.6995472311973572,
-0.5643174648284912,
0.3025202751159668,
0.42977529764175415,
0.572273313999176,
0.1805543452501297,
-0.2500166594982147,
0.38874900341033936,
-1.0206087827682495,
-0.13131305575370789,
-0.7346077561378479,
-0.7566478252410889,
0.3141973912715912,
-0.012469803914427757,
-0.6429280042648315,
-0.15026555955410004,
0.11853985488414764,
0.7214416265487671,
-0.07988758385181427,
0.050351470708847046,
-0.42980414628982544,
0.9690235257148743,
-0.1305627077817917,
0.27720463275909424,
0.21594931185245514,
0.19887234270572662,
0.4543174207210541,
-0.5647826194763184,
0.23910951614379883,
0.01864495873451233,
-0.11096794903278351,
1.067304253578186,
-0.16543887555599213,
-0.38881832361221313,
-0.5577653050422668,
-0.1348074972629547,
-0.4572744369506836,
0.9645624160766602,
0.21651364862918854,
0.4429545998573303,
0.16069406270980835,
0.27876171469688416,
0.5018267631530762,
0.2953643202781677,
-0.02560306340456009,
0.1001637652516365,
-0.06372799724340439,
-0.06321774423122406,
0.5077860951423645,
0.5358043909072876,
-0.3492829501628876,
-0.4811607003211975,
-0.597039520740509,
-0.05391298606991768,
0.45147705078125,
-1.116801142692566,
-0.9806238412857056,
0.9347259402275085,
-0.06897378712892532,
-0.3036550283432007,
-0.3672105371952057,
-0.5872089266777039,
-0.4185967445373535,
0.32793399691581726,
-0.6586847901344299,
-0.6299415826797485,
-0.1350603550672531,
-0.3414546847343445,
-0.17649050056934357,
-0.7781857252120972,
0.9588227272033691,
-0.36050206422805786,
0.02243013307452202,
0.1138286367058754,
-0.07408995181322098,
0.09850829094648361,
-0.5728858709335327,
-1.1180822849273682,
0.7844224572181702,
0.24325574934482574,
0.5704383254051208,
-0.14658011496067047,
0.07633532583713531,
0.0988350585103035,
-0.5354012250900269,
0.15123270452022552,
-0.014964013360440731,
-0.9894179105758667,
-0.671844482421875,
-0.9160551428794861,
-0.75575852394104,
0.3308945894241333,
0.7439366579055786,
-0.19901221990585327,
0.5015163421630859,
-0.06873007118701935,
-0.4822044372558594,
-0.05959124118089676,
-0.8185677528381348,
-0.1916089951992035,
0.4284605085849762,
-0.5184018611907959,
-0.13027000427246094,
-0.1779458224773407,
-0.12235481292009354,
-0.8549331426620483,
-0.1348591446876526,
-0.48307347297668457,
0.32906946539878845,
-0.7804690599441528,
1.050188422203064,
-0.23892447352409363,
1.261852502822876,
0.7071290612220764,
-0.024007614701986313,
-0.7815324068069458,
-0.5144625306129456,
-1.0060707330703735,
-0.12917669117450714,
0.5632715821266174,
0.3935282230377197,
-0.02267521433532238,
1.1058297157287598,
0.32950359582901,
0.5209909677505493,
-0.41708746552467346,
-0.2917523682117462,
-0.1653440147638321,
-0.04870569705963135,
-0.2066953480243683,
0.05843599885702133,
-0.5020764470100403,
-0.9220262765884399,
0.7825153470039368,
0.3371618986129761,
0.6144603490829468,
0.24433359503746033,
-0.6864027380943298,
0.7902229428291321,
-0.17608952522277832,
-0.6686423420906067,
-0.5235632658004761,
-0.6070732474327087,
-1.6887853145599365,
-0.144911989569664,
-1.2511850595474243,
-0.4431978762149811,
-1.1503351926803589,
-0.3673992156982422,
0.5754387974739075,
0.37769967317581177,
-0.5842816829681396,
0.542924165725708,
-0.19825750589370728,
-0.35652273893356323,
-0.6014071702957153,
-0.07443114370107651,
1.1030735969543457,
1.15561044216156,
-0.5509238839149475,
-0.012422779574990273,
0.0762350857257843,
-0.13402505218982697,
0.28906938433647156,
0.2602844536304474,
-0.34805917739868164,
-1.1248884201049805,
-1.1470649242401123,
0.37117698788642883,
-0.038943637162446976,
0.1348697990179062,
-0.93445885181427,
0.2547769844532013,
0.6497424244880676,
0.6952841877937317,
-0.44964396953582764,
0.46954575181007385,
-0.8924624919891357,
-0.06462669372558594,
-0.17782247066497803,
-0.8240144848823547,
-0.014044668525457382,
-0.259151428937912,
0.1524926871061325,
-0.3114378750324249,
0.32638007402420044,
0.17200201749801636,
-1.3313322067260742,
-0.1354866623878479,
0.45193520188331604,
-0.4935152232646942,
0.12122879177331924,
-0.19206871092319489,
-0.41384273767471313,
-0.6242231130599976,
-1.0243016481399536,
-0.11757218837738037,
0.46803364157676697,
-0.3841034770011902,
0.5888331532478333,
0.6579512357711792,
-1.2824091911315918,
0.05573912709951401,
0.2981390357017517,
-0.220558762550354,
0.5455791354179382,
0.8728427290916443,
-0.3146803677082062,
-0.07383286952972412,
0.00735732726752758,
0.16935090720653534,
0.22834178805351257,
-0.4679902195930481,
0.015345029532909393,
0.9289819598197937,
-0.677217423915863,
-0.10423896461725235,
0.9785731434822083,
0.16036105155944824,
-0.9570589065551758,
-0.031166628003120422,
-0.697528064250946,
-0.5983617305755615,
-0.06795745342969894,
0.39104416966438293,
0.2632874846458435,
-0.7455976605415344,
-0.026079563423991203,
0.04156963527202606,
0.40744486451148987,
-0.16696766018867493,
-0.8796021342277527,
0.7739350199699402,
-0.19275370240211487,
0.2063468098640442,
0.6016050577163696,
0.8040266633033752,
-0.6386773586273193,
-1.0908385515213013,
-0.6516453623771667,
-0.7850072383880615,
-0.5610615015029907,
0.3987942337989807,
-0.25842025876045227,
-0.8992503881454468,
0.884807288646698,
0.5812695026397705,
0.18863902986049652,
0.32258516550064087,
0.20024845004081726,
0.23171120882034302,
0.4694487154483795,
-0.2057243287563324,
-0.6072856783866882,
0.35223233699798584,
0.9489702582359314,
1.2705031633377075,
-0.5588990449905396,
0.4561494290828705,
-0.4436161518096924,
-0.9503524899482727,
0.8913798332214355,
0.4048050045967102,
-0.5565221905708313,
0.7865027189254761,
-0.44258666038513184,
-0.21930021047592163,
-0.10696397721767426,
-0.9579256772994995,
-0.3938632011413574,
1.0835890769958496,
1.4506326913833618,
0.3262922763824463,
-0.17665031552314758,
0.6620943546295166,
0.863694965839386,
-0.47058364748954773,
-0.25732114911079407,
0.6517518758773804,
0.05938234180212021,
0.11883997917175293,
-0.16637849807739258,
0.1085013896226883,
0.9794292449951172,
-0.6808732151985168,
0.16145677864551544,
-0.04258224740624428,
0.4937225878238678,
0.22895458340644836,
0.5735211968421936,
0.6663652062416077,
-0.18337468802928925,
0.1338501274585724,
0.0038952454924583435,
0.7321891784667969,
-0.5343719124794006,
-0.0691675916314125,
0.2395162582397461,
-0.8272991180419922,
-0.08978044986724854,
-0.23460255563259125,
-0.9131976366043091,
-0.1516948938369751,
0.4869564175605774,
0.2824985384941101,
-0.3863874673843384,
0.26383212208747864,
0.7365478277206421,
0.6277229189872742,
0.5724009275436401,
0.26141518354415894,
-0.33175793290138245,
-0.23398637771606445,
-0.8779615163803101,
0.005715459585189819,
-0.34778404235839844,
0.005266509018838406,
-0.5521175265312195,
-0.31660404801368713,
0.0812058299779892
] |
{}
| null | null |
http://arxiv.org/abs/2007.09890v3
| 2020-07-20T00:00:00
|
Learning the Positions in CountSketch
|
Simin Liu; Tianrui Liu; Ali Vakilian; Yulin Wan; David P. Woodruff
|
We consider sketching algorithms which first quickly compress data by multiplication with a random sketch matrix, and then apply the sketch to quickly solve an optimization problem, e.g., low rank approximation. In the learning-based sketching paradigm proposed by Indyk et al. [2019], the sketch matrix is found by choosing a random sparse matrix, e.g., the CountSketch, and then updating the values of the non-zero entries by running gradient descent on a training data set. Despite the growing body of work on this paradigm, a noticeable omission is that the locations of the non-zero entries of previous algorithms were fixed, and only their values were learned. In this work we propose the first learning algorithm that also optimizes the locations of the non-zero entries. We show this algorithm gives better accuracy for low rank approximation than previous work, and apply it to other problems such as $k$-means clustering for the first time. We show that our algorithm is provably better in the spiked covariance model and for Zipfian matrices. We also show the importance of the sketch monotonicity property for combining learned sketches. Our empirical results show the importance of optimizing not only the values of the non-zero entries but also their positions.
|
cs.LG; cs.DS; cs.NA; math.NA; stat.ML
| 1
|
ICLR-2023
|
[
-1.6176917552947998,
-0.7511022090911865,
-0.17473077774047852,
-0.6125714778900146,
-1.694733738899231,
-0.21196356415748596,
0.30018311738967896,
0.5417760610580444,
-0.02536710351705551,
-0.4176151752471924,
0.1254631131887436,
1.4425902366638184,
-0.06326741725206375,
0.7600061297416687,
-0.4949573874473572,
0.4588067829608917,
0.343020498752594,
0.9998602271080017,
0.5770193338394165,
0.1230977475643158,
0.473980188369751,
-1.0726345777511597,
-0.8007389903068542,
-0.5688179731369019,
0.048013512045145035,
0.7532773613929749,
-0.3575907349586487,
-0.10604481399059296,
0.18289510905742645,
-0.6539174318313599,
0.492899090051651,
-1.2616069316864014,
-0.0416339710354805,
0.16609729826450348,
-0.6346513032913208,
1.0115013122558594,
1.0307683944702148,
0.6714291572570801,
0.3187952935695648,
1.1949620246887207,
-0.10929170250892639,
0.29125016927719116,
1.2489837408065796,
-1.7280808687210083,
-0.12628987431526184,
-0.35610339045524597,
-0.9061700701713562,
-1.0680371522903442,
1.1272122859954834,
-0.1619134545326233,
0.5303419828414917,
-2.143209457397461,
-2.063633441925049,
0.43485528230667114,
-0.3672183156013489,
0.2109638750553131,
-1.558457612991333,
-0.6682782173156738,
0.11764772236347198,
0.7392063140869141,
-1.5710253715515137,
-0.030428092926740646,
0.17389684915542603,
-0.9022394418716431,
0.17650821805000305,
-0.964755117893219,
-0.3370469808578491,
0.7026446461677551,
-0.11776861548423767,
1.6653140783309937,
-1.1280195713043213,
0.3192920386791229,
0.24745525419712067,
1.1383358240127563,
0.30611348152160645,
1.092050313949585,
-1.5788289308547974,
1.3823834657669067,
-0.6470364332199097,
0.6086596846580505,
-0.9102483987808228,
-0.5703706741333008,
-0.18668846786022186,
-0.5661476850509644,
0.08697563409805298,
0.2942363917827606,
0.8462092280387878,
-0.4624428451061249,
-0.356930673122406,
1.193453073501587,
-0.1111050695180893,
-0.07092861086130142,
0.49243834614753723,
1.0195436477661133,
-0.38590186834335327,
-0.7358754873275757,
0.314128577709198,
0.23680581152439117,
0.6744454503059387,
1.162312626838684,
0.07529308646917343,
-0.007593788206577301,
-0.9633320569992065,
0.5060945153236389,
0.6701059937477112,
-0.3883862793445587,
-0.9843184351921082,
-0.19963471591472626,
1.5529565811157227,
-0.5136982202529907,
-0.49255165457725525,
-1.1472173929214478,
0.056813351809978485,
-0.8950995802879333,
-0.7990313768386841,
-0.3710312843322754,
-1.0205267667770386,
0.3311310410499573,
0.4608883857727051,
-0.25413545966148376,
0.3854573369026184,
1.5261391401290894,
-0.22792449593544006,
0.6977656483650208,
-0.07663486152887344,
1.0144784450531006,
-0.9340583086013794,
1.4510635137557983,
-0.3001328110694885,
-0.45042428374290466,
-0.04196271300315857,
-0.17507092654705048,
1.0921437740325928,
-0.8577679991722107,
1.65766179561615,
-0.06040900945663452,
0.3489249348640442,
-0.4657982587814331,
-1.1297942399978638,
-0.2350328415632248,
-0.3828609585762024,
1.6317309141159058,
-0.6801857948303223,
1.3770158290863037,
0.08724942058324814,
1.0408412218093872,
0.17296667397022247,
1.3174824714660645,
1.3089704513549805,
0.0964917317032814,
-0.9101964235305786,
-1.0611402988433838,
0.10115715116262436,
-0.2631915509700775,
-0.8064037561416626,
0.39807218313217163,
-0.46737539768218994,
0.2187671810388565,
0.18669427931308746,
0.263500452041626,
0.9026244282722473,
0.3790428340435028,
-0.11457489430904388,
-0.05607747286558151,
0.07453394681215286,
0.0636599212884903,
0.9121310710906982,
-0.2704828679561615,
1.8472702503204346,
-1.2789173126220703,
0.3387438952922821,
-1.4701571464538574,
0.046437084674835205,
-0.0019792690873146057,
1.5770094394683838,
0.14499351382255554,
0.05786861851811409,
-0.19404050707817078,
0.24619928002357483,
-0.6282990574836731,
-1.2218092679977417,
-1.123355507850647,
-1.3320552110671997,
-0.09355222433805466,
0.35445651412010193,
-0.5320360660552979,
-0.04332027584314346,
0.6013185977935791,
-0.9022586345672607,
-0.16993868350982666,
1.791448950767517,
0.0787857323884964,
-0.5238121747970581,
0.870094895362854,
0.4039635956287384,
0.079254150390625,
-0.08895564079284668,
-0.048918239772319794,
-2.163757801055908,
0.833263635635376,
0.6639772057533264,
-0.017795436084270477,
0.8186065554618835,
-2.0101206302642822,
0.8231168985366821,
0.4896782338619232,
0.4053327739238739,
1.7292653322219849,
-1.403205156326294,
0.5084259510040283,
-0.16391213238239288,
0.8850577473640442,
-1.133602499961853,
1.280454158782959,
-1.438495397567749,
0.9649328589439392,
-0.5847469568252563,
-0.07412587106227875,
-0.12965922057628632,
-0.69682776927948,
-0.05534856393933296,
-2.056281566619873,
-1.0722051858901978,
-0.2885113060474396,
2.109922409057617,
-0.8682011365890503,
-1.7392613887786865,
0.9577317237854004,
-0.5707773566246033,
-0.4648284912109375,
-1.2065421342849731,
-1.593550205230713,
0.0711391344666481,
-0.21652597188949585,
-0.32598352432250977,
0.6135153770446777,
-0.20123805105686188,
-0.15098880231380463,
-1.094425082206726,
0.5476214289665222,
-0.049773238599300385,
0.20001687109470367,
-0.14693334698677063,
-0.12791286408901215,
0.2611725628376007,
0.1503838449716568,
0.29827192425727844,
0.2836551070213318,
1.047468662261963,
-0.13046574592590332,
-1.0337733030319214,
1.0522540807724,
-0.0780341848731041,
-0.9083828330039978,
0.29839906096458435,
0.4821840524673462,
0.5481504797935486,
1.659995436668396,
-0.37757718563079834,
-0.8522827625274658,
-0.1775212585926056,
1.6912884712219238,
1.8151631355285645,
1.0152901411056519,
2.1090638637542725,
-1.6296874284744263,
0.023986659944057465,
-1.201334834098816,
0.07246658205986023,
0.25947126746177673,
-0.6200175881385803,
0.050944242626428604,
0.9876144528388977,
-0.8554832339286804,
-0.6594728231430054,
0.07347597926855087,
0.06139570474624634,
0.6085405349731445,
-0.36705106496810913,
-0.21038353443145752,
-1.7996774911880493,
-1.2486450672149658,
-0.8613466620445251,
-0.8556762933731079,
0.295573890209198,
0.5169305205345154,
-0.13516834378242493,
-0.4929899573326111,
0.6604343056678772,
-0.46932610869407654,
0.22305145859718323,
-0.49776339530944824,
0.13092084228992462,
0.14486601948738098,
-0.0929771214723587,
-0.1463550478219986,
-0.04929182305932045,
0.018960634246468544,
0.25682923197746277,
0.8812952637672424,
-0.046177297830581665,
-0.9132070541381836,
0.9270486235618591,
-0.5586821436882019,
-0.8688333630561829,
1.1325793266296387,
-0.5219290256500244,
-0.36435964703559875,
1.4612656831741333,
-0.6424593329429626,
1.0062181949615479,
-1.1022063493728638,
1.007058024406433,
-1.171576976776123,
0.7022109627723694,
-0.6651672124862671,
0.0917312353849411,
-0.7622969150543213,
0.4852445125579834,
-1.3987958431243896,
1.468299150466919,
1.1598849296569824,
-0.37519070506095886,
-1.9811301231384277,
1.4537392854690552,
0.16354484856128693,
0.2969810962677002,
0.46538472175598145,
0.6090248227119446,
0.10469573736190796,
1.0933983325958252,
-0.912879228591919,
0.5241206884384155,
-2.821451187133789,
-0.2557082772254944,
0.5975565314292908,
0.010695062577724457,
0.004265371710062027,
0.5074748992919922,
0.16287949681282043,
-1.0988171100616455,
-0.8623768091201782,
0.21849709749221802,
-0.003252323716878891,
-0.6204977035522461,
-0.005795317701995373,
0.449180543422699,
-0.40341323614120483,
-0.36174070835113525,
-0.46593406796455383,
-1.0218570232391357,
-0.24854107201099396,
-1.7599928379058838,
-1.3934290409088135,
-0.6234573125839233,
0.4865490198135376,
0.7454638481140137,
0.680255115032196,
0.3151552677154541,
-0.28985363245010376,
0.03118225187063217,
-0.3800552785396576,
0.8834068775177002,
1.0167239904403687,
0.48971644043922424,
0.014345873147249222,
-0.2908751368522644,
-0.77239990234375,
0.7291571497917175,
-1.7628244161605835,
0.15067772567272186,
2.0308821201324463,
-0.2216183841228485,
-0.8796663284301758,
-0.5550587177276611,
-0.47734710574150085,
0.0006897486746311188,
-1.183305263519287,
0.03628603368997574,
-0.06596400588750839,
0.8959883451461792,
-1.2604615688323975,
-1.0417178869247437,
0.45141124725341797,
0.9605778455734253,
-1.8513017892837524,
-0.5392346382141113,
-1.9108346700668335,
-0.10646072775125504,
-0.7262328863143921,
1.0035659074783325,
0.9668965339660645,
0.7219800353050232,
-0.17735213041305542,
-0.559061586856842,
0.06577793508768082,
0.48341846466064453,
-0.14068248867988586,
0.9842703342437744,
0.8481857180595398,
1.3167141675949097,
0.4969949424266815,
-1.0804507732391357,
-0.025003213435411453,
-0.9524902105331421,
-0.7409873008728027,
0.6085007786750793,
0.34224528074264526,
0.5366106629371643,
-0.44842132925987244,
-0.05119442567229271,
0.1917075365781784,
-1.0884618759155273,
0.34002822637557983,
-1.1728825569152832,
1.903767704963684,
0.6006431579589844,
-1.2784308195114136,
-0.7362877130508423,
-0.6412588953971863,
-0.5418469309806824,
0.24857191741466522,
4.089319705963135,
0.9015679955482483,
-0.47269031405448914,
1.702158808708191,
1.456496238708496,
-2.0831098556518555,
0.9238673448562622,
-0.9507707357406616,
-0.2673202455043793,
1.0633599758148193,
-1.1129347085952759,
0.05998838692903519,
1.363663911819458,
0.2454039305448532,
0.12652923166751862,
0.8307225704193115,
-2.527393102645874,
1.535024881362915,
-1.4675207138061523,
-0.589765727519989,
-0.6821630597114563,
0.6274255514144897,
1.813264012336731,
0.621941089630127,
1.013809084892273,
0.916921854019165,
-0.16072633862495422,
0.5207381248474121,
1.1076537370681763,
1.000149130821228,
0.35999804735183716,
-0.5986607670783997,
0.923251748085022,
1.667016863822937,
-0.07689794152975082,
-1.2602707147598267,
-1.5366138219833374,
0.6078014373779297,
-0.0995730310678482,
-0.009278053417801857,
-0.062451642006635666,
-0.7802923917770386,
1.037906527519226,
1.3255714178085327,
-0.6174976229667664,
0.481219083070755,
0.6929734945297241,
-0.08430251479148865,
-0.6985040307044983,
-0.6839596629142761,
0.8369467258453369,
0.002307262271642685,
-0.295818954706192,
1.5568900108337402,
0.3102606236934662,
0.6058851480484009,
1.8647105693817139,
0.7507627606391907,
-0.9951127171516418,
0.7549240589141846,
0.4884032607078552,
-0.11660327017307281,
-0.5622548460960388,
0.3489128649234772,
0.7270044088363647,
-0.5548532605171204,
-1.0296732187271118,
1.4809428453445435,
-0.7947199940681458,
0.37270185351371765,
-0.1308155655860901,
-0.587027907371521,
-0.13213561475276947,
-0.710117518901825,
0.19534526765346527,
0.5636502504348755,
-0.11296668648719788,
-0.4337475299835205,
1.4099472761154175,
-1.2993638515472412,
0.7968465089797974,
0.18637916445732117,
-2.341198205947876,
-0.14033444225788116,
-0.45258888602256775,
0.0005865804851055145,
-0.4955295920372009,
0.9244880676269531,
0.7294720411300659,
0.5774168372154236,
0.3723177909851074,
1.0833193063735962,
-0.07844497263431549,
-0.7562958002090454,
0.4821406602859497,
-1.2541309595108032,
-0.6880243420600891,
0.8450060486793518,
0.16223619878292084,
0.24777713418006897,
1.3807990550994873,
1.1897896528244019,
-0.9881033897399902,
-1.2260198593139648,
1.378499984741211,
-1.1552437543869019,
-0.264150470495224,
-0.5668992400169373,
-0.06350377202033997,
0.6573168635368347,
0.1630081832408905,
-0.47759535908699036,
-1.711549997329712,
-0.12201841175556183,
-1.6819405555725098,
-0.10743488371372223,
-0.6822102069854736,
-0.6183381676673889,
-1.2298017740249634,
1.07868492603302,
1.4828860759735107,
0.5555780529975891,
-1.1848113536834717,
-0.7355043888092041,
-0.6362824440002441,
-0.23401950299739838,
0.9199906587600708,
-0.5068984627723694,
1.3442766666412354,
-0.08682597428560257,
0.37379521131515503,
-0.6648159027099609,
1.5432270765304565,
-0.3734380304813385,
0.16892653703689575,
0.02331862971186638,
0.41976213455200195,
-1.3087470531463623,
1.7673882246017456,
0.6901935935020447,
-1.3703396320343018,
-0.9274236559867859,
0.10146821290254593,
1.1941386461257935,
-1.6612286567687988,
0.2727903723716736,
0.0144419614225626,
0.1651114970445633,
1.1781492233276367,
0.04331856966018677,
1.9587533473968506,
-0.8413450717926025,
0.7807228565216064,
-0.9999166131019592,
0.6939928531646729,
-0.6318495273590088,
0.0897039920091629,
0.5408153533935547,
-1.2343757152557373,
1.5878154039382935,
-0.3975978195667267,
-0.00040840357542037964,
0.7787927985191345,
-0.2108512818813324,
1.1162852048873901,
-0.5797816514968872,
-0.5261519551277161,
0.4005095362663269,
-0.10621459782123566,
-1.968476414680481,
0.6225720643997192,
-2.174132823944092,
0.06917133182287216,
-0.27535250782966614,
-0.42876550555229187,
0.11361652612686157,
-0.8102403283119202,
0.1355486363172531,
1.6406066417694092,
-0.6486738920211792,
1.3974366188049316,
-0.11569725722074509,
-0.6939455270767212,
1.2564992904663086,
-0.44083887338638306,
-0.9271186590194702,
1.047161340713501,
0.8404542207717896,
-0.7081381678581238,
-0.7958230376243591,
-0.469124436378479,
-0.7801265716552734,
-1.0158803462982178,
0.2971993088722229,
-0.06192484498023987,
0.0016374364495277405,
0.6300563216209412,
-0.12205187976360321,
1.1147441864013672,
0.3071998357772827,
-0.40163660049438477,
1.0114134550094604,
0.8766788840293884,
-0.13146859407424927,
-1.3349637985229492,
0.5151814818382263,
-1.8997873067855835,
0.6816879510879517,
-0.8643553256988525,
1.2608230113983154,
-0.33042627573013306,
-0.37721413373947144,
0.039490312337875366,
0.5089051723480225,
-0.6523876190185547,
2.2836196422576904,
2.0501551628112793,
1.5855059623718262,
0.24658256769180298,
1.1206910610198975,
0.4945075213909149,
-2.8326263427734375,
0.23096689581871033,
0.546196460723877,
-0.438232421875,
1.3772521018981934,
2.0570313930511475,
-0.970929741859436,
-0.0994480699300766,
-0.6262394189834595,
1.2880686521530151,
0.8782411217689514,
1.3196911811828613,
-0.36848875880241394,
0.14619675278663635,
-0.4571366310119629,
0.3575499355792999,
-0.3500165045261383,
-0.29053574800491333,
0.8629426956176758,
0.8496262431144714,
-1.304465651512146,
-0.34465330839157104,
0.06752384454011917,
-0.7758936285972595,
-1.7913628816604614,
1.2550488710403442,
-0.06975094974040985,
-0.5258743166923523,
0.18074557185173035,
0.2157611846923828,
0.18586555123329163,
0.3544950783252716,
-0.29369238018989563,
-0.6068804860115051,
0.18170729279518127,
0.8033462166786194,
0.39010417461395264,
0.8710436224937439,
-0.2510795295238495,
1.087221384048462,
0.8397715091705322,
3.1708714962005615,
-0.9225664138793945,
-1.753896713256836,
-1.6520191431045532,
1.0787855386734009,
-0.5709943771362305,
-0.4976844787597656,
-0.7304480671882629,
-0.9693282842636108,
0.4892803430557251,
0.33796122670173645,
0.47173744440078735,
-0.5076005458831787,
-0.1425112932920456,
0.2223905771970749,
2.2494068145751953,
-0.6279737949371338,
-0.8412111401557922,
0.7556654810905457,
0.5218098163604736,
1.7106125354766846,
-0.5665904879570007,
-0.3688980042934418,
-0.03423706814646721,
-0.6800624132156372,
0.016313999891281128,
0.5647913217544556,
-1.1159083843231201,
1.7055301666259766,
-0.4827158451080322,
-0.8506365418434143,
-0.2034529149532318,
-1.64470374584198,
-0.1885349303483963,
1.8609415292739868,
0.012147530913352966,
-0.4098687171936035,
-0.6101012229919434,
1.0997626781463623,
0.10869704931974411,
0.16332069039344788,
-0.4214184582233429,
-0.5052698850631714,
0.09869766980409622,
1.1377121210098267,
0.17674317955970764,
0.24419929087162018,
1.2240407466888428,
0.4269751012325287,
0.9427752494812012,
-0.5740919709205627,
-0.573769211769104,
0.3198812007904053,
0.4096926152706146,
-0.6050083041191101,
-0.8332707285881042,
0.08963941037654877,
-0.9592848420143127,
0.2532327473163605,
-0.6152148842811584,
0.5204694867134094,
-1.8228278160095215,
-1.6441251039505005,
-0.3648611903190613,
0.30489736795425415,
0.1132361963391304,
0.8677108883857727,
-0.7816054224967957,
1.07004714012146,
-0.4444911479949951,
0.09091416001319885,
0.8936871290206909,
0.09168478846549988,
-0.25542062520980835,
0.2283979058265686,
-0.08288726210594177,
-1.500516653060913,
-0.3914141058921814,
-0.3647311329841614,
1.6367243528366089,
0.8964695930480957,
-0.5817981362342834,
0.1836065948009491,
-0.24338524043560028
] |
[
0.12348458170890808,
0.5360383987426758,
-0.9392450451850891,
-0.02199743688106537,
-0.4796910881996155,
-0.037633974105119705,
0.8480938076972961,
-0.261338472366333,
-0.2165193110704422,
-0.5568140745162964,
0.7258276343345642,
0.22235091030597687,
-0.08329570293426514,
-0.04748295247554779,
-0.5432190299034119,
-0.4150436520576477,
-0.9853578209877014,
0.41819459199905396,
-0.3056500554084778,
0.05044768378138542,
0.4973861277103424,
-0.6621960997581482,
-0.9305136799812317,
0.27411141991615295,
-0.15073023736476898,
0.6610429883003235,
-0.4078685939311981,
0.7386807203292847,
-0.6884366869926453,
0.3785105347633362,
0.7796899080276489,
-0.413790225982666,
0.9283255338668823,
0.16365352272987366,
0.448051393032074,
-0.5433574318885803,
0.41551750898361206,
-0.6862514019012451,
-0.715981662273407,
0.6956718564033508,
-0.5570554733276367,
0.05557877942919731,
0.6364402770996094,
-0.8678938150405884,
0.30931517481803894,
0.8140908479690552,
-0.22066614031791687,
0.29057180881500244,
-0.07596366107463837,
-0.9106000661849976,
1.0749754905700684,
-1.495376467704773,
-0.005930475890636444,
0.9647425413131714,
0.7104640007019043,
-0.000307668000459671,
-0.5790872573852539,
-0.6380760073661804,
0.4414058327674866,
-0.06587940454483032,
-1.2048522233963013,
-0.49229350686073303,
-0.14717034995555878,
-0.4293333888053894,
0.8396553993225098,
-0.32558879256248474,
-0.42086261510849,
0.4914008677005768,
-0.45797720551490784,
1.2475520372390747,
0.3695869743824005,
-0.8313871026039124,
0.2320602834224701,
0.4596140682697296,
0.2884441316127777,
0.5780959129333496,
0.07120076566934586,
0.6848701238632202,
-1.1992032527923584,
-0.7384921908378601,
0.11877752095460892,
0.7843048572540283,
0.4113003611564636,
-0.7299807071685791,
-0.02442784607410431,
1.1157432794570923,
0.3435475826263428,
0.4504014551639557,
0.13763412833213806,
1.4488166570663452,
0.42881637811660767,
0.03388501703739166,
-0.10619031637907028,
-0.17734500765800476,
0.10312274843454361,
0.39212343096733093,
-1.0707002878189087,
-0.11146585643291473,
0.41501855850219727,
0.7343217134475708,
-0.01834973320364952,
-0.07944944500923157,
-0.3239581882953644,
0.3675457537174225,
0.8078352212905884,
-0.09157212823629379,
0.3485150933265686,
-0.5815028548240662,
0.2787725031375885,
-0.778167724609375,
0.13467107713222504,
-1.3463068008422852,
0.18145108222961426,
-0.002973971888422966,
-1.5380001068115234,
-0.971215546131134,
-0.30881398916244507,
0.22351950407028198,
-0.43142789602279663,
0.432568222284317,
-0.40832456946372986,
0.8828479051589966,
0.007157599553465843,
0.6317130327224731,
0.18606749176979065,
0.9637576937675476,
-0.4634168744087219,
0.0642881840467453,
0.3004404902458191,
-0.6166504621505737,
-0.9069857001304626,
-0.38088998198509216,
0.6683969497680664,
-0.019194122403860092,
0.49906253814697266,
0.0825493261218071,
-0.9519965648651123,
-0.855340301990509,
-1.0024091005325317,
0.6861324310302734,
-0.6225168704986572,
1.0406956672668457,
1.0289961099624634,
0.542066752910614,
-0.6099286079406738,
1.0701957941055298,
-0.3341897130012512,
-0.1193971112370491,
0.45088040828704834,
0.4129568040370941,
0.3686285614967346,
-0.4122083783149719,
-0.446146696805954,
0.17609474062919617,
0.11169497668743134,
-0.7399839758872986,
-0.07308454811573029,
-0.36023449897766113,
-0.33993688225746155,
0.2419055849313736,
1.0380303859710693,
-0.21384993195533752,
0.694740355014801,
0.6301425695419312,
-0.8027110695838928,
0.3561924993991852,
0.055418506264686584,
0.14216916263103485,
0.4984128177165985,
-0.3038792908191681,
-0.20452088117599487,
-0.5233985781669617,
0.0053060054779052734,
0.018786918371915817,
0.5630178451538086,
-0.7508673667907715,
-0.019930370151996613,
0.14306069910526276,
-0.7197351455688477,
-0.5004462003707886,
-0.34738802909851074,
0.03542487323284149,
-0.5362025499343872,
-0.34496748447418213,
0.42993679642677307,
0.351674348115921,
-0.42869284749031067,
0.22227786481380463,
-0.2648361921310425,
-0.6299680471420288,
0.6773602962493896,
0.44068244099617004,
1.2498682737350464,
-0.8491516709327698,
-0.6053689122200012,
1.0033094882965088,
0.12694595754146576,
-0.3278477191925049,
-0.3229438364505768,
0.9536539316177368,
-0.17411945760250092,
0.5463437438011169,
-0.251144140958786,
-0.6306414008140564,
-0.024419192224740982,
0.2845730483531952,
-0.9964275360107422,
0.0905219092965126,
-0.5849116444587708,
0.575204610824585,
-0.8886234760284424,
0.7504382729530334,
0.15222789347171783,
-0.2953978180885315,
-0.8613673448562622,
0.895171046257019,
-0.09539326280355453,
-0.2639813721179962,
0.39968422055244446,
-0.6857981085777283,
0.6084117889404297,
-0.43202802538871765,
0.714830219745636,
0.013359254226088524,
0.17916280031204224,
0.07178610563278198,
-1.6804895401000977,
1.193060040473938,
0.13513079285621643,
-0.10114447772502899,
0.44388723373413086,
-1.127479910850525,
0.06250835955142975,
0.0468464232981205,
0.30209943652153015,
0.10761476308107376,
0.08577897399663925,
0.5847940444946289,
-0.8605692982673645,
0.301676481962204,
0.19479972124099731,
0.7810747623443604,
-0.40173614025115967,
0.5678355097770691,
0.24751736223697662,
-0.042482901364564896,
0.10762477666139603,
1.1873563528060913,
0.4260084629058838,
-0.1469346284866333,
0.36176764965057373,
0.20732207596302032,
-0.14982685446739197,
-1.4337081909179688,
-0.6839941143989563,
0.8980762362480164,
1.4659548997879028,
0.7932990789413452,
0.6595722436904907,
-1.0678740739822388,
-0.6316638588905334,
-0.3557997941970825,
0.6390143632888794,
1.027854561805725,
-0.1814711093902588,
-1.1973578929901123,
-0.181598961353302,
-0.19207674264907837,
0.10825280100107193,
-0.527486264705658,
-0.8061334490776062,
-0.17136339843273163,
-0.27220451831817627,
-1.0736345052719116,
0.6720595955848694,
0.4029305875301361,
0.6406346559524536,
0.313384473323822,
0.25189387798309326,
-0.539882481098175,
0.27764177322387695,
-0.5326335430145264,
-0.5110214352607727,
0.47780075669288635,
-0.23499298095703125,
-0.28437814116477966,
0.10752630978822708,
0.0886705219745636,
0.3948058485984802,
-0.5150696039199829,
0.5429823398590088,
0.4895831048488617,
-0.2609724998474121,
0.33585649728775024,
0.37076666951179504,
-0.6949312686920166,
0.07124093174934387,
0.14472343027591705,
0.47042763233184814,
-0.17122338712215424,
0.054683081805706024,
0.11081866919994354,
0.10325789451599121,
-0.40376320481300354,
-0.6454837918281555,
-0.0076970383524894714,
0.026581283658742905,
0.05267420411109924,
0.3453714847564697,
-0.2494605928659439,
0.006328757852315903,
-1.2518746852874756,
0.8329259753227234,
-0.5454214811325073,
-0.44122737646102905,
-0.35339611768722534,
-1.0431536436080933,
-0.3037087321281433,
0.4523608386516571,
-0.6971409916877747,
0.8040587902069092,
-0.33806362748146057,
-0.1277032494544983,
-0.4630117118358612,
-0.029809676110744476,
0.07491111755371094,
0.7101617455482483,
0.008225683122873306,
0.6300695538520813,
0.33992302417755127,
0.6117852330207825,
-0.08938243985176086,
1.0334031581878662,
-0.8453855514526367,
0.8367177248001099,
-0.22919589281082153,
0.5295829176902771,
0.25457462668418884,
0.22557683289051056,
-0.6496785283088684,
-0.44233953952789307,
-0.541210949420929,
-0.2961178719997406,
0.19915170967578888,
-0.5796297788619995,
-0.5636304616928101,
-1.0296196937561035,
-0.49810048937797546,
-0.4014919400215149,
-0.18551792204380035,
-0.24148935079574585,
-0.22416074573993683,
-0.40842553973197937,
-0.6575373411178589,
-1.3399385213851929,
-0.9121759533882141,
-0.3946775794029236,
-0.5145688056945801,
0.14400193095207214,
-0.3215699791908264,
-0.2672980725765228,
0.05606529116630554,
-0.15623201429843903,
-0.9761660695075989,
0.8409348726272583,
-0.494975745677948,
0.44305419921875,
0.20468559861183167,
-0.41324496269226074,
-0.08460525423288345,
0.0938560962677002,
0.20929744839668274,
-0.3832536041736603,
0.08673083782196045,
-0.42822033166885376,
0.19206306338310242,
-0.8802306652069092,
-0.42694878578186035,
0.3310197591781616,
0.5859030485153198,
1.2495962381362915,
-0.8838484287261963,
-0.7949115633964539,
0.5272387266159058,
1.5403369665145874,
-0.8483325242996216,
0.4691067337989807,
-0.3417567312717438,
0.8412263989448547,
0.5070129036903381,
-0.13879349827766418,
1.4070168733596802,
-0.12148962914943695,
0.4065101742744446,
0.27973365783691406,
-0.0345471054315567,
0.19335320591926575,
-0.8758990168571472,
0.019779905676841736,
1.4732093811035156,
0.523662805557251,
0.4829566478729248,
-0.42090028524398804,
0.2486894279718399,
-1.5804821252822876,
-1.212024211883545,
0.29087507724761963,
1.1110515594482422,
0.17852261662483215,
-0.5089091062545776,
0.4051761031150818,
0.1689339131116867,
0.029135897755622864,
0.0721883550286293,
-0.015661340206861496,
-0.15904155373573303,
0.47203192114830017,
0.533840000629425,
0.5331664085388184,
0.6105126142501831,
-0.15084382891654968,
0.14912721514701843,
15.020479202270508,
1.1695561408996582,
0.3186517357826233,
0.3250223696231842,
0.5279303789138794,
-0.14263540506362915,
0.1042366474866867,
0.16031424701213837,
-1.0643537044525146,
0.7172972559928894,
1.1790964603424072,
0.3732660412788391,
0.8669983148574829,
0.40440139174461365,
-0.328382670879364,
-0.1861957609653473,
-0.38687604665756226,
1.5340510606765747,
0.26431605219841003,
-1.8114018440246582,
-0.006610875949263573,
0.18334482610225677,
0.6306673288345337,
0.13707803189754486,
0.837963342666626,
0.5057644844055176,
0.33767423033714294,
-0.5666399002075195,
0.2758370041847229,
0.6216875314712524,
1.3652114868164062,
-0.44228702783584595,
0.5479283332824707,
0.7784054279327393,
-0.942786455154419,
-0.30156075954437256,
-0.8947126269340515,
-1.1791194677352905,
0.17513561248779297,
0.5843881368637085,
-0.75361168384552,
-0.38626787066459656,
0.21279184520244598,
0.6379137635231018,
0.2634238004684448,
0.4405194818973541,
0.22948962450027466,
0.6669960021972656,
-0.38780537247657776,
0.0703941360116005,
-0.09685570001602173,
-0.21191878616809845,
-0.4712657630443573,
0.13786739110946655,
0.34514445066452026,
0.35188353061676025,
0.7082241177558899,
0.189125657081604,
-0.6077513098716736,
0.054969269782304764,
-0.7782078385353088,
-0.2619933485984802,
0.03764116019010544,
1.0167838335037231,
0.36125776171684265,
-0.43752890825271606,
-0.0781039446592331,
0.23066838085651398,
0.4016495943069458,
0.05462831258773804,
0.04788736253976822,
-0.2486650049686432,
0.40039879083633423,
0.35230138897895813,
-0.3357427716255188,
0.23298746347427368,
-0.8942064046859741,
-0.6242508292198181,
-0.5935236811637878,
-0.3993421494960785,
0.5040141344070435,
-0.4845726788043976,
-1.3165433406829834,
0.1928870528936386,
-0.3221310079097748,
-0.726668655872345,
0.03674984350800514,
-0.7005830407142639,
-0.0012781023979187012,
0.033059991896152496,
-0.5186503529548645,
0.09143055975437164,
-0.014056980609893799,
-0.4038900136947632,
-0.5369758605957031,
0.05193058028817177,
1.1466379165649414,
0.22738327085971832,
-0.08727248758077621,
0.18595561385154724,
0.6935620903968811,
-0.07330535352230072,
0.00003816932439804077,
-0.9791596531867981,
0.7800180315971375,
-0.11396919190883636,
0.14624908566474915,
1.216902256011963,
-0.26562485098838806,
-0.06468717008829117,
-0.4253692626953125,
0.41868236660957336,
-0.2352268546819687,
-1.1151528358459473,
-0.27394405007362366,
-0.931538999080658,
-0.8652541637420654,
0.014075249433517456,
0.24817588925361633,
0.010605789721012115,
0.6563324928283691,
0.13589127361774445,
-0.7911994457244873,
-0.38939082622528076,
-0.7512732148170471,
0.1524905562400818,
0.6545569896697998,
-0.6785486936569214,
0.036961961537599564,
0.07595424354076385,
-0.4658450782299042,
-0.9086202383041382,
-0.41191616654396057,
0.08076678216457367,
0.4466538429260254,
-0.12606996297836304,
1.578558087348938,
-0.22480708360671997,
0.5418077707290649,
0.48787355422973633,
-0.1912485659122467,
-0.7516841292381287,
-0.14557510614395142,
-0.6754061579704285,
-0.37147021293640137,
-0.0077008455991744995,
0.1241784542798996,
0.13566233217716217,
1.0216442346572876,
0.6646468639373779,
0.7052402496337891,
-0.4705306887626648,
-0.003525689709931612,
-0.11059774458408356,
-0.17625568807125092,
-0.1844392716884613,
-0.14615920186042786,
0.3286575675010681,
-0.03793160617351532,
0.10364264249801636,
-0.32316258549690247,
0.4127510190010071,
0.26760613918304443,
-1.088106393814087,
0.9409392476081848,
-0.5972515344619751,
-0.1828543245792389,
-0.27132493257522583,
-0.23477207124233246,
-1.6471049785614014,
-0.5338749289512634,
-1.5506688356399536,
-0.02261141687631607,
-0.6990723013877869,
-0.13426819443702698,
-0.3046535551548004,
0.005763847380876541,
-0.27831411361694336,
0.48255032300949097,
-0.29621267318725586,
-0.27177882194519043,
-0.3034592270851135,
-0.4102213680744171,
0.3900698125362396,
-0.09886012971401215,
-0.22658106684684753,
0.08478710055351257,
-0.024420345202088356,
-0.1643780618906021,
0.15992265939712524,
0.5015100240707397,
-0.8225521445274353,
-0.7921369671821594,
-0.37851232290267944,
0.47463488578796387,
-0.0989542305469513,
0.07620486617088318,
-0.906598687171936,
0.8462821841239929,
0.23225761950016022,
0.4394434690475464,
-0.5189290046691895,
0.45401766896247864,
-1.034044861793518,
0.11387108266353607,
0.33663836121559143,
-0.9542850852012634,
0.10249638557434082,
-0.557488739490509,
0.046103138476610184,
0.7676703333854675,
0.19929081201553345,
-0.10615760087966919,
-0.9989262819290161,
0.01065613329410553,
0.3638870120048523,
-0.4015716314315796,
-0.1704530119895935,
-0.4725240468978882,
-0.10040999948978424,
-1.0367839336395264,
-0.744245707988739,
-0.20924486219882965,
-0.07703220844268799,
-0.02225446328520775,
0.5867328643798828,
0.08445173501968384,
-1.5211559534072876,
0.5896627902984619,
0.36104267835617065,
0.1445065438747406,
-0.43269699811935425,
0.3683411180973053,
0.3696964383125305,
0.013697966933250427,
-0.25368237495422363,
0.3890857994556427,
0.21513165533542633,
-0.3297877907752991,
0.3146834671497345,
-0.0001287907361984253,
-0.05398574471473694,
-0.3885993957519531,
0.6914801001548767,
-0.7737554907798767,
-0.9622930288314819,
0.7030780911445618,
-0.97284996509552,
-0.00512361153960228,
-0.13378837704658508,
0.8334313631057739,
0.5793263912200928,
-0.020318996161222458,
0.3294827938079834,
-0.3647054433822632,
0.4145106375217438,
-0.016282416880130768,
-0.2894088625907898,
0.6814305186271667,
-0.1669074296951294,
-0.1195371001958847,
0.603705883026123,
0.8948811888694763,
-0.06855357438325882,
-0.5275077223777771,
-0.7188165187835693,
0.1551668643951416,
-1.2138855457305908,
-0.41247743368148804,
-0.40046411752700806,
-0.5482652187347412,
0.6587132811546326,
0.9548225998878479,
-0.005465293303132057,
-0.3179566264152527,
0.08561982214450836,
0.07526667416095734,
0.9206932187080383,
0.4612334370613098,
-1.041625738143921,
0.3439299464225769,
0.633763313293457,
1.0766162872314453,
-0.5198969841003418,
0.847922682762146,
-0.3090580403804779,
-0.7016792297363281,
0.44364693760871887,
0.24950271844863892,
-0.6353822350502014,
0.9382154941558838,
0.4650990664958954,
-0.16077420115470886,
0.03525397554039955,
-0.4818353056907654,
-0.21229751408100128,
0.5013262629508972,
1.1278729438781738,
0.24506407976150513,
0.10816587507724762,
-0.22655722498893738,
1.0580899715423584,
0.16568532586097717,
-0.09779293835163116,
0.9660029411315918,
0.5571373701095581,
-0.4206085205078125,
-0.28027936816215515,
-0.18759562075138092,
1.5816962718963623,
-0.8980286121368408,
-0.2400168478488922,
-0.2305721938610077,
0.21099349856376648,
0.20741969347000122,
0.7227203845977783,
0.20488247275352478,
-0.6809519529342651,
0.46701571345329285,
-0.08602551370859146,
0.2909424901008606,
-0.39430317282676697,
0.11527065932750702,
-0.12889310717582703,
-1.0054655075073242,
-0.40227001905441284,
0.21112705767154694,
-0.27180609107017517,
-0.6215813159942627,
-0.594106912612915,
0.38253337144851685,
0.2587827742099762,
0.28997185826301575,
0.5325626730918884,
0.6309590935707092,
-0.27006465196609497,
-0.17704543471336365,
-0.9229305982589722,
-0.6774557828903198,
-0.6591886878013611,
-0.4331488013267517,
-0.03729182854294777,
-0.2951388359069824,
-0.5279330015182495,
-0.4600960612297058,
-0.3116000294685364
] |
{}
| null | null |
http://arxiv.org/abs/2008.03738v2
| 2020-08-09T00:00:00
|
Treatment Effects Estimation by Uniform Transformer
|
Ruoqi Yu; Shulei Wang
|
In observational studies, balancing covariates in different treatment groups is essential to estimate treatment effects. One of the most commonly used methods for such purposes is weighting. The performance of this class of methods usually depends on strong regularity conditions for the underlying model, which might not hold in practice. In this paper, we investigate weighting methods from a functional estimation perspective and argue that the weights needed for covariate balancing could differ from those needed for treatment effects estimation under low regularity conditions. Motivated by this observation, we introduce a new framework of weighting that directly targets the treatment effects estimation. Unlike existing methods, the resulting estimator for a treatment effect under this new framework is a simple kernel-based $U$-statistic after applying a data-driven transformation to the observed covariates. We characterize the theoretical properties of the new estimators of treatment effects under a nonparametric setting and show that they are able to work robustly under low regularity conditions. The new framework is also applied to several numerical examples to demonstrate its practical merits.
|
stat.ME; math.ST; stat.TH
| 1
|
ICLR-2024
|
[
-1.1140481233596802,
-0.3708285391330719,
-1.4242852926254272,
-0.6285358667373657,
-0.6922053098678589,
1.2139124870300293,
0.6684509515762329,
0.241927832365036,
0.16394862532615662,
1.6242477893829346,
0.02076822519302368,
1.1422077417373657,
0.16787250339984894,
-0.45601192116737366,
0.08308925479650497,
-0.011962313205003738,
-0.29376542568206787,
0.020360080525279045,
-0.22895154356956482,
0.4527473449707031,
-0.11293555796146393,
-1.120869755744934,
0.4252263009548187,
-0.8895241618156433,
0.5871639251708984,
-0.3451232314109802,
0.3473644256591797,
-1.2952344417572021,
1.2396211624145508,
-0.39695554971694946,
0.2589196562767029,
-1.1205514669418335,
0.8601193428039551,
0.2400597482919693,
0.3902027904987335,
0.6179289817810059,
-0.2681450843811035,
-0.0864013135433197,
-0.7195372581481934,
1.2032313346862793,
-0.35032597184181213,
-0.023646965622901917,
1.9930466413497925,
-2.0419788360595703,
0.3357677757740021,
-0.6460903882980347,
-0.7089828848838806,
-1.735202670097351,
0.35205546021461487,
0.6519260406494141,
0.6082092523574829,
-0.12656962871551514,
0.0895627811551094,
0.581879198551178,
0.0009733512997627258,
-0.4656986594200134,
-0.19972571730613708,
-0.12078460305929184,
0.007846701890230179,
-0.34721076488494873,
-1.0557143688201904,
-0.06533381342887878,
-0.4514634311199188,
-0.13530102372169495,
-0.8549460172653198,
0.30510464310646057,
-1.593955636024475,
1.717039942741394,
1.093595266342163,
1.259260654449463,
0.7109131813049316,
-0.8967567682266235,
0.7699007987976074,
1.2272311449050903,
0.9727917313575745,
0.08630715310573578,
-1.2697547674179077,
1.6151868104934692,
0.06364281475543976,
-0.912982702255249,
0.6240997910499573,
-0.2856851816177368,
-0.3704739212989807,
1.3913103342056274,
-0.41835546493530273,
1.0402157306671143,
0.2669196128845215,
-0.9768561124801636,
-0.7397295832633972,
0.5578335523605347,
-0.06683039665222168,
-0.17507019639015198,
0.06166456639766693,
0.32782647013664246,
-0.28275325894355774,
0.22565005719661713,
-0.17189161479473114,
0.3315010368824005,
-0.5049811005592346,
1.1431989669799805,
0.2063966691493988,
-0.501321017742157,
-1.2879719734191895,
0.39052823185920715,
0.23333784937858582,
0.01828637905418873,
0.09095706045627594,
-0.8318526744842529,
0.6610018014907837,
0.859809935092926,
-0.01068015955388546,
-0.5413922071456909,
-0.5687481164932251,
-0.5707345008850098,
-1.8543144464492798,
-1.238146424293518,
-1.192043662071228,
-0.29247385263442993,
0.003096446394920349,
0.03658699244260788,
1.863785743713379,
1.078364372253418,
-0.9258314967155457,
0.7398683428764343,
-0.7313467264175415,
0.2897855341434479,
-0.608568549156189,
0.8037055730819702,
0.7729596495628357,
0.2894059121608734,
-1.4162499904632568,
-0.36413776874542236,
1.1384755373001099,
0.2347509115934372,
0.9889324903488159,
-1.059752106666565,
0.19294948875904083,
0.4700329005718231,
-0.03409409150481224,
0.4856061339378357,
1.7967818975448608,
1.026231288909912,
0.08422316610813141,
0.7279126048088074,
0.005405686795711517,
0.04161863774061203,
0.5702865123748779,
0.7689282298088074,
0.4700382947921753,
0.6459924578666687,
0.27246013283729553,
-1.4254443645477295,
-0.8759307861328125,
-0.9024332165718079,
-1.1400641202926636,
-0.3839934766292572,
-0.5485935211181641,
-1.4616937637329102,
1.031421184539795,
0.3575696349143982,
0.8024858832359314,
-1.7068545818328857,
-0.19018959999084473,
-0.7174335718154907,
1.005659818649292,
0.023835327476263046,
0.43693026900291443,
0.01610824465751648,
1.1856348514556885,
0.27691689133644104,
-0.08686742186546326,
-1.387286901473999,
2.3312692642211914,
-1.1727840900421143,
0.6293299198150635,
-0.1558949053287506,
-1.4394018650054932,
-0.19599705934524536,
-0.6024649739265442,
-1.9564359188079834,
-0.905658483505249,
-0.673365592956543,
-1.6884922981262207,
-0.7581087350845337,
-1.0210707187652588,
-0.45996418595314026,
-1.588623285293579,
0.21850034594535828,
-1.6458367109298706,
-0.16880998015403748,
0.6778960227966309,
-0.7253710627555847,
1.3449069261550903,
-0.08739965409040451,
-0.29583245515823364,
0.18987098336219788,
-1.3381010293960571,
-0.45308005809783936,
-0.7362047433853149,
0.2801493704319,
0.31191131472587585,
-0.3255579471588135,
-0.23548303544521332,
-2.091975212097168,
-0.05400092154741287,
0.46462124586105347,
0.3433375954627991,
1.5141017436981201,
-1.587688684463501,
0.028838466852903366,
0.6495770215988159,
0.8132634162902832,
-1.1320631504058838,
0.7128090858459473,
-0.34619829058647156,
1.1174407005310059,
0.7537112832069397,
0.10545570403337479,
-1.6478161811828613,
-0.4614337384700775,
-0.31353020668029785,
-1.0099135637283325,
0.34051215648651123,
0.5571420192718506,
1.119622826576233,
-1.103168249130249,
-1.6675100326538086,
-0.48669329285621643,
-1.295457124710083,
-0.3887358605861664,
-0.46823281049728394,
-2.25616192817688,
-0.7518746852874756,
1.2977632284164429,
-0.5866031050682068,
-0.11312523484230042,
0.7681472897529602,
0.3725738227367401,
-0.7644468545913696,
-1.0043758153915405,
-1.1018224954605103,
-0.25601476430892944,
-1.238903522491455,
-0.9731810688972473,
-0.7508245706558228,
1.0093220472335815,
-0.6716075539588928,
-0.5781545042991638,
0.9917066097259521,
0.3983401954174042,
-0.0853111669421196,
0.876640796661377,
0.5091403126716614,
-1.1751306056976318,
1.2853490114212036,
2.131087303161621,
0.8848795294761658,
0.9045944213867188,
1.0520298480987549,
0.07745392620563507,
-0.002478815382346511,
-0.09802089631557465,
0.2660088837146759,
-0.350490540266037,
0.5680819749832153,
-0.376559317111969,
1.303167462348938,
-0.6663259863853455,
0.844426155090332,
0.4062342941761017,
-1.3466947078704834,
0.1626807004213333,
1.9714711904525757,
-1.4252855777740479,
-0.20415827631950378,
1.403370976448059,
0.8306025266647339,
0.7455454468727112,
0.12343588471412659,
-0.4153989553451538,
-0.253109872341156,
-0.15086236596107483,
-0.09139636904001236,
-1.562289834022522,
0.6868473291397095,
0.02849617600440979,
-0.9605810046195984,
-0.9197511076927185,
0.4659764766693115,
-0.8955885171890259,
0.8725826740264893,
-0.5521648526191711,
0.7947977781295776,
0.3430256247520447,
-1.2456169128417969,
0.8859918117523193,
-0.6645327806472778,
-0.4296148121356964,
-0.11658664047718048,
0.2640678584575653,
-0.6415398716926575,
-0.14673464000225067,
0.06514261662960052,
-0.4790972173213959,
-1.4555026292800903,
1.3987001180648804,
0.04010912403464317,
1.3720189332962036,
0.3428815007209778,
-0.14044731855392456,
1.2816987037658691,
-1.7480618953704834,
-0.976576566696167,
-0.802115261554718,
0.1449529379606247,
-0.3161991238594055,
-0.12456247210502625,
-0.9924673438072205,
-0.6089980006217957,
-1.940236210823059,
0.353201299905777,
0.0413813516497612,
0.2774031460285187,
-0.22441008687019348,
0.33444926142692566,
0.4155424237251282,
-0.5790231823921204,
0.3348124027252197,
-0.8466455340385437,
-0.5261097550392151,
0.4775243103504181,
0.014193573966622353,
-1.3173378705978394,
-0.4946790039539337,
-0.9060143232345581,
1.128159761428833,
0.34822937846183777,
1.391300082206726,
1.9234570264816284,
-0.9506734609603882,
-0.7007434964179993,
-0.4084094166755676,
1.419100284576416,
1.6973258256912231,
-0.7055724859237671,
-0.9792764186859131,
-0.03822914883494377,
-0.521650493144989,
0.15921202301979065,
-0.7851465344429016,
-0.2897733747959137,
0.6680318117141724,
-0.9901137948036194,
-0.9727484583854675,
-0.04897262901067734,
0.44313257932662964,
0.5232905149459839,
-0.3552894592285156,
1.5177417993545532,
-0.6992893815040588,
0.3420509397983551,
-0.40602439641952515,
1.1651902198791504,
1.0953257083892822,
-1.0217795372009277,
-0.6425929069519043,
0.5936231017112732,
0.03703963756561279,
0.6618137359619141,
-2.2659342288970947,
0.9910164475440979,
-0.1616814136505127,
0.2812140882015228,
-0.12935468554496765,
0.0006234757602214813,
-0.328858345746994,
-0.604698896408081,
0.07411932945251465,
-1.3183437585830688,
1.68483567237854,
0.3585297465324402,
-1.258560061454773,
-2.2250802516937256,
0.3573755621910095,
0.9149351119995117,
-0.5588950514793396,
-0.3336051106452942,
-1.3213505744934082,
-0.40918901562690735,
-0.10947956144809723,
0.3668074309825897,
0.3116842210292816,
0.724043071269989,
1.0937039852142334,
-0.6901290416717529,
-0.4309845566749573,
1.0277000665664673,
-1.3785079717636108,
0.3005245625972748,
-0.7682469487190247,
1.5447108745574951,
-0.7546799182891846,
-0.35184529423713684,
-0.09889738261699677,
-1.503635287284851,
-0.5416750907897949,
-0.5347756147384644,
1.6917887926101685,
0.26238998770713806,
-1.4938608407974243,
1.0704704523086548,
1.0290240049362183,
0.08686257898807526,
-1.070142149925232,
-0.7887817025184631,
1.300715446472168,
0.9189231395721436,
-0.9523955583572388,
-0.007819343358278275,
-0.17891031503677368,
0.5038405656814575,
-0.5565716028213501,
5.047921657562256,
0.9105943441390991,
0.4468311369419098,
1.9968458414077759,
1.1461403369903564,
-1.25294029712677,
1.4155949354171753,
-0.4757387638092041,
-0.4306280314922333,
0.8110774159431458,
-0.15223148465156555,
0.17969074845314026,
0.06846641004085541,
-0.26836881041526794,
1.3666980266571045,
-0.03198768198490143,
-1.5035947561264038,
-0.1766270101070404,
-1.0249135494232178,
0.1972062587738037,
-1.842880129814148,
0.9480308294296265,
2.6712257862091064,
-0.8707959055900574,
0.036592934280633926,
0.7182091474533081,
0.6687350869178772,
-0.014334111474454403,
-0.29188287258148193,
1.4397313594818115,
0.5839327573776245,
-0.7849549651145935,
1.4363062381744385,
1.7204550504684448,
0.29875054955482483,
-1.0564006567001343,
-0.3562842011451721,
-1.0046566724777222,
0.005444791167974472,
0.6931131482124329,
0.05997059494256973,
0.05591319501399994,
1.488814115524292,
0.9183405041694641,
-1.6396369934082031,
0.6034691333770752,
-0.7503397464752197,
0.2407301664352417,
0.7689749002456665,
-0.26447170972824097,
-1.131697654724121,
0.33099403977394104,
-0.2730301320552826,
0.423740029335022,
1.3188366889953613,
0.11705535650253296,
1.231371283531189,
0.157007098197937,
-0.9088762998580933,
-0.36443936824798584,
-0.3981165289878845,
0.4611724019050598,
-0.13937169313430786,
-0.049737438559532166,
0.24131350219249725,
-1.6386703252792358,
-0.9531485438346863,
0.7903733849525452,
-1.0746649503707886,
0.9088221192359924,
-0.04481960088014603,
-0.41438978910446167,
0.2582373023033142,
-1.0183238983154297,
-1.0080710649490356,
-0.04126911610364914,
0.03738037869334221,
-0.7111078500747681,
0.0020899660885334015,
-0.07601340115070343,
1.465722918510437,
-0.7123318910598755,
-1.9721003770828247,
-1.7808759212493896,
-0.8909174799919128,
1.3592497110366821,
-0.45755767822265625,
0.9303954243659973,
0.151827871799469,
0.46418485045433044,
0.5781687498092651,
0.19758883118629456,
0.002398476004600525,
-0.2633074223995209,
-0.3133133351802826,
0.5275651216506958,
-0.6434466242790222,
-0.34512442350387573,
-1.755027174949646,
0.3728489279747009,
1.0877095460891724,
0.07627928256988525,
0.5823660492897034,
-0.8691740036010742,
0.980243444442749,
-0.39117199182510376,
-0.2715013325214386,
-0.3870636224746704,
-0.05656815320253372,
-0.9770220518112183,
-0.7610476613044739,
-0.4060610234737396,
-0.5484077334403992,
0.40865465998649597,
-0.22539553046226501,
-0.4804302155971527,
-0.7628543376922607,
0.859372079372406,
-1.6140778064727783,
0.5234912633895874,
0.8530162572860718,
1.4100284576416016,
0.13133084774017334,
-1.2545380592346191,
-0.497474730014801,
0.33740368485450745,
-0.09502050280570984,
0.10711852461099625,
1.6867384910583496,
-0.13753274083137512,
0.220049649477005,
0.0010787142673507333,
1.1907446384429932,
0.5633719563484192,
-0.0918494462966919,
-0.15453290939331055,
0.5479806065559387,
-1.0326107740402222,
1.0258649587631226,
0.8687599301338196,
0.3079928457736969,
-0.4444485902786255,
-0.7359560132026672,
0.6514146327972412,
-0.3398461937904358,
0.041108209639787674,
-0.2493361383676529,
0.9118542075157166,
0.8988248109817505,
0.4079902172088623,
0.9773029088973999,
0.7274338006973267,
-0.6765095591545105,
-0.459960013628006,
1.1400978565216064,
-0.9599980115890503,
0.13476628065109253,
1.200397253036499,
-1.2514369487762451,
-0.004196085501462221,
-0.5911992192268372,
0.07776447385549545,
1.6470118761062622,
-0.3667624890804291,
0.14007055759429932,
-1.1849838495254517,
0.29123473167419434,
0.12862880527973175,
0.45042023062705994,
-0.17349094152450562,
1.7569729089736938,
-1.2318035364151,
0.7832632660865784,
0.24075180292129517,
0.9258249402046204,
0.34542202949523926,
0.2860555350780487,
0.15262779593467712,
-0.3057052493095398,
0.3139076232910156,
-0.9985899925231934,
-0.3166617751121521,
-0.042374249547719955,
1.1597219705581665,
-0.5020761489868164,
-0.6411638855934143,
-0.25633153319358826,
1.5136874914169312,
1.1220766305923462,
-0.32340291142463684,
0.19825676083564758,
-1.6542470455169678,
-0.14513689279556274,
0.12738622725009918,
-0.8177682161331177,
1.0291951894760132,
1.5425641536712646,
1.3919663429260254,
0.19495952129364014,
-1.030422568321228,
0.051436685025691986,
1.1994614601135254,
-0.6998960375785828,
0.29132279753685,
0.9893931746482849,
1.725354790687561,
-1.6739132404327393,
0.9988583326339722,
-0.9786216616630554,
0.6728522181510925,
0.832658052444458,
-0.5727695822715759,
-0.7211970090866089,
0.17326319217681885,
0.81473708152771,
0.9155004024505615,
0.8874061107635498,
1.3427104949951172,
-0.36995407938957214,
1.896082878112793,
-0.2247237265110016,
-1.325207233428955,
1.4384679794311523,
0.624920666217804,
-0.1765172779560089,
0.2198946326971054,
1.6225526332855225,
-1.2052996158599854,
0.08687777817249298,
0.5390491485595703,
0.4634708762168884,
-0.6759455800056458,
1.7164638042449951,
-0.06571453809738159,
1.0563583374023438,
-0.5951083898544312,
1.3303916454315186,
0.0929567739367485,
-0.48815926909446716,
1.608891487121582,
0.13869288563728333,
-1.1020498275756836,
0.005435269325971603,
-1.2139081954956055,
-0.330152690410614,
-0.4201417863368988,
0.2493671476840973,
0.2545832097530365,
-0.3355143666267395,
0.4891788065433502,
0.08846605569124222,
1.1634254455566406,
0.09849319607019424,
0.1582244634628296,
0.17608317732810974,
-0.5314200520515442,
0.8796082735061646,
0.07658077776432037,
0.5414495468139648,
-0.2649097740650177,
0.9550875425338745,
1.2097280025482178,
1.9293441772460938,
-0.026189111173152924,
-0.3450305461883545,
-1.419464349746704,
0.6315560936927795,
-0.4783742427825928,
0.8039277195930481,
0.04162658751010895,
-0.9128789305686951,
-0.44049617648124695,
0.8762699365615845,
0.7297225594520569,
1.0426874160766602,
-0.451215922832489,
-1.156191110610962,
-0.4169068932533264,
-0.18699708580970764,
-0.09702396392822266,
0.1720743328332901,
-0.4930852949619293,
0.1753978282213211,
-1.840806007385254,
0.42247462272644043,
0.07216940820217133,
-0.7121335864067078,
-2.048614263534546,
0.5772784352302551,
-0.6376531720161438,
0.4773159921169281,
-0.5046570897102356,
-0.13502740859985352,
0.539264440536499,
-1.017013430595398,
-1.0386886596679688,
2.653818130493164,
0.02303432673215866,
-0.3664739429950714,
-0.56837397813797,
-0.4255602955818176,
0.8115455508232117,
-0.3966073989868164,
-0.24130108952522278,
0.31831249594688416,
0.4506435692310333,
2.109919548034668,
-0.4777868390083313,
-0.007536303251981735,
1.3394057750701904,
-0.3750980496406555,
0.25240981578826904,
0.13631273806095123,
1.7446719408035278,
-0.12954333424568176,
-0.22090080380439758,
-0.08895048499107361,
1.455584168434143,
-0.19511428475379944,
-0.8076270818710327,
-0.8823885917663574,
-1.1294790506362915,
-0.2083710879087448,
0.4317112863063812,
-1.8005101680755615,
0.03392096981406212,
-0.3539263904094696,
0.5132076740264893,
1.7495476007461548,
0.13173042237758636,
0.4209362268447876,
-0.3100563585758209,
-1.5967954397201538,
0.6301102638244629,
-0.01954767107963562,
0.7311782836914062,
1.5548189878463745,
-0.45105138421058655,
-0.17391398549079895,
-0.46433818340301514,
0.5114690065383911,
0.5119420886039734,
1.1281987428665161,
-1.0161335468292236,
-0.521316647529602,
-1.656997799873352
] |
[
0.87340247631073,
0.6607159376144409,
-1.2003120183944702,
-0.016772247850894928,
-0.7433194518089294,
0.6987985968589783,
-0.13270306587219238,
-0.30221444368362427,
-0.13744932413101196,
0.2862550616264343,
0.8816241025924683,
0.4016844630241394,
-0.2706587016582489,
-0.257060706615448,
-0.009273573756217957,
-0.8282532691955566,
-0.5738898515701294,
0.10992368310689926,
-0.4641793370246887,
-0.03860688954591751,
-0.4105786383152008,
-0.5278955101966858,
-0.6510686874389648,
-0.22988836467266083,
0.9045426845550537,
0.6582891941070557,
-0.4262330234050751,
0.36471104621887207,
0.2512720823287964,
-0.4255428910255432,
0.9742386341094971,
-0.559967041015625,
1.1446805000305176,
-0.4719665050506592,
0.3253236413002014,
0.4575116038322449,
0.39160171151161194,
-0.8114439845085144,
-0.838472306728363,
0.6086986660957336,
-0.0504324808716774,
0.09031672775745392,
1.0889474153518677,
-1.1445953845977783,
-0.21816477179527283,
0.40395012497901917,
-0.1125919297337532,
0.3092137277126312,
-0.23256689310073853,
-0.7740906476974487,
1.2876014709472656,
-0.6339642405509949,
0.21859276294708252,
1.1924092769622803,
0.5371098518371582,
0.46586060523986816,
-0.870216429233551,
-1.0220222473144531,
-0.2815914750099182,
-0.21184110641479492,
-0.5748194456100464,
-0.07136666774749756,
0.058359745889902115,
-0.47161057591438293,
0.09795908629894257,
-0.08518532663583755,
-0.06264512240886688,
0.26320838928222656,
0.048426080495119095,
1.2770938873291016,
0.6275748014450073,
-0.7024847269058228,
-0.31532856822013855,
0.42997851967811584,
0.37951087951660156,
0.607966423034668,
0.14231227338314056,
1.067047119140625,
-1.116256833076477,
-1.0044217109680176,
0.4949244260787964,
-0.00510723702609539,
-0.39555275440216064,
-0.9531837105751038,
0.024177640676498413,
1.053635835647583,
0.6460822820663452,
0.017612997442483902,
-0.5650648474693298,
0.7820488214492798,
0.4538636803627014,
0.3293352723121643,
0.07203841209411621,
0.08823545277118683,
0.33049651980400085,
1.0958329439163208,
-0.6874183416366577,
-0.057108622044324875,
-0.44634369015693665,
0.4665784239768982,
-0.04196394979953766,
0.3503461182117462,
-1.0822566747665405,
0.28538957238197327,
1.2944552898406982,
0.40760084986686707,
0.4897201657295227,
-0.3249160051345825,
0.030759595334529877,
-0.20371368527412415,
0.5563331842422485,
-0.4644790589809418,
-0.02502482384443283,
0.16407161951065063,
-1.2225542068481445,
-1.1836912631988525,
-0.4321523904800415,
0.21954411268234253,
-1.1811881065368652,
0.903141975402832,
0.11134101450443268,
0.03767292946577072,
-0.3416789770126343,
0.3096458315849304,
0.14527955651283264,
0.00791768729686737,
0.3166382610797882,
-0.6163972616195679,
1.0408718585968018,
-0.3494219481945038,
-1.1980282068252563,
-0.18592414259910583,
0.14115245640277863,
0.08427704870700836,
0.2193642556667328,
-0.5458493828773499,
-0.882821798324585,
-0.7650176882743835,
-0.6111680865287781,
0.19713717699050903,
-0.15081462264060974,
0.2684245705604553,
1.0352180004119873,
0.987135112285614,
-0.5537443161010742,
0.7917546629905701,
-0.18637599050998688,
-0.7207109928131104,
0.8122710585594177,
0.3339460790157318,
0.14400480687618256,
-0.1383872926235199,
-0.9049319624900818,
0.5882641673088074,
0.06586010009050369,
-1.2211614847183228,
-0.17346668243408203,
-1.0261081457138062,
-0.9523337483406067,
0.2854474186897278,
0.397014856338501,
-1.0598084926605225,
0.8468427658081055,
-0.01861877739429474,
-0.9606155157089233,
0.7821280360221863,
-0.32800304889678955,
0.1383180469274521,
0.5180819630622864,
-0.0034894999116659164,
-0.49054405093193054,
-0.7333077788352966,
0.3576838970184326,
0.1432647556066513,
0.15489263832569122,
-0.42687904834747314,
0.011992022395133972,
-0.17264774441719055,
-0.927628755569458,
-0.47521013021469116,
-0.6617770791053772,
0.5278134346008301,
0.07344511896371841,
-1.2133113145828247,
0.0888376533985138,
0.6524832844734192,
-0.5398464798927307,
0.3896089196205139,
-0.23241478204727173,
-0.7407026290893555,
0.16946551203727722,
-0.17169252038002014,
1.4844664335250854,
-0.5870496034622192,
-0.44986453652381897,
0.35817983746528625,
-0.049524612724781036,
-0.4119848906993866,
-0.17155127227306366,
0.7429160475730896,
-0.8915433287620544,
-0.20682820677757263,
-0.8139234185218811,
-0.6342137455940247,
0.028029795736074448,
0.08026838302612305,
-0.5467164516448975,
0.5170356631278992,
-0.3536693751811981,
1.3706752061843872,
-0.48070862889289856,
0.5405718088150024,
0.23510277271270752,
-0.4328259229660034,
-0.7132862210273743,
1.2584149837493896,
0.7899934649467468,
-0.19239063560962677,
0.4084300398826599,
0.34077414870262146,
0.41966041922569275,
0.03167913854122162,
0.33911898732185364,
-0.3402920365333557,
0.3415904939174652,
-0.09494345635175705,
-0.8063319325447083,
0.9129294157028198,
0.07299283146858215,
-0.03742961585521698,
0.19995273649692535,
-1.627115249633789,
-0.13311348855495453,
1.152742862701416,
0.5170817375183105,
-0.4986923635005951,
0.8622049689292908,
0.36793506145477295,
-0.8456439971923828,
0.05847495049238205,
-0.30385124683380127,
-0.030902668833732605,
-0.3859725594520569,
0.049883659929037094,
0.5761196613311768,
-0.18578946590423584,
0.09413285553455353,
-0.22862042486667633,
0.5007289052009583,
-0.31817111372947693,
1.1726672649383545,
-0.6939815282821655,
-0.11908138543367386,
-0.8429057002067566,
0.06592944264411926,
0.23809635639190674,
0.554089367389679,
0.37710124254226685,
0.30518102645874023,
-0.4386534094810486,
-0.11356008797883987,
-1.2676749229431152,
-0.2365027517080307,
0.9952139258384705,
-0.25703734159469604,
0.12933780252933502,
-0.22673958539962769,
-0.28480520844459534,
0.7495436668395996,
-0.19805750250816345,
-1.3542125225067139,
-0.8003625869750977,
-0.17356911301612854,
-1.7631584405899048,
0.6339023113250732,
0.5816600322723389,
0.4979834258556366,
0.3694443106651306,
-0.013208732008934021,
-0.589631974697113,
0.3288080096244812,
0.11585245281457901,
-0.8406561613082886,
0.7451421022415161,
-0.48647063970565796,
-0.5821384191513062,
-0.8559281826019287,
0.18058811128139496,
0.2104538530111313,
-0.26416075229644775,
0.6887156367301941,
-0.5481460094451904,
-0.35032516717910767,
0.30676254630088806,
0.8208446502685547,
-0.9942492246627808,
0.17522817850112915,
-0.42782092094421387,
0.3934975266456604,
0.11418218910694122,
0.037764035165309906,
0.18745805323123932,
0.11385349929332733,
0.49780020117759705,
-0.7465128898620605,
-0.1651466339826584,
0.050614338368177414,
1.1176480054855347,
0.17236903309822083,
-0.47944581508636475,
0.6711027026176453,
-0.9421259760856628,
0.903692901134491,
-0.2970120310783386,
-0.3616175353527069,
0.24189218878746033,
-0.7749854922294617,
-0.7415373921394348,
-0.6327180862426758,
-0.8949983716011047,
0.05031447857618332,
-1.0347977876663208,
0.41396090388298035,
0.19851142168045044,
0.13947004079818726,
0.17074352502822876,
0.26144734025001526,
-0.23436014354228973,
0.34603944420814514,
-0.42184287309646606,
0.38409823179244995,
0.03420848771929741,
0.3368551731109619,
-0.2726731598377228,
0.27223271131515503,
0.21904754638671875,
0.5789190530776978,
0.6169601678848267,
-0.06443636864423752,
-0.42517322301864624,
-0.37192171812057495,
-0.5974054336547852,
0.04347836598753929,
-0.13758942484855652,
0.09788888692855835,
-0.6286865472793579,
-1.1228123903274536,
0.052764542400836945,
0.10857757925987244,
-0.4034285247325897,
-0.39417126774787903,
0.53999263048172,
-0.4004421532154083,
-1.2461391687393188,
-0.7753250598907471,
-0.6463587880134583,
-0.509102463722229,
-0.7326457500457764,
0.4923855662345886,
0.16517230868339539,
-0.46825337409973145,
-0.1267041116952896,
-0.0067254528403282166,
0.06361476331949234,
0.7028151154518127,
0.0955725684762001,
0.9612500667572021,
0.09781903773546219,
0.09978534281253815,
-0.25071507692337036,
0.030840547755360603,
0.024692267179489136,
0.41678088903427124,
-0.16261470317840576,
-0.5154135227203369,
0.1505131721496582,
-0.34262388944625854,
-0.1972702443599701,
0.2519989013671875,
0.9134791493415833,
0.9847625494003296,
0.2158275991678238,
-0.8177731037139893,
0.18634061515331268,
1.3520656824111938,
-0.31283289194107056,
-0.2085636705160141,
-0.44886380434036255,
0.7467948198318481,
0.4834936261177063,
-0.17144924402236938,
0.5454233288764954,
0.06086795777082443,
1.0317771434783936,
0.09208482503890991,
-0.9034016132354736,
-0.12574723362922668,
-0.5702178478240967,
-0.09480815380811691,
0.8987576365470886,
0.427592933177948,
-0.1103198379278183,
-0.7348809242248535,
1.2471057176589966,
-1.3210127353668213,
-0.37480172514915466,
0.42919477820396423,
1.1138964891433716,
0.12519299983978271,
-0.5143071413040161,
0.04375636577606201,
0.5737790465354919,
0.7752137780189514,
-0.004111893475055695,
0.1637887805700302,
-0.1429087519645691,
0.3245983421802521,
1.0670461654663086,
1.0040559768676758,
0.34776222705841064,
-0.04317694902420044,
-0.017847007140517235,
14.991523742675781,
0.9866570234298706,
0.3240526020526886,
0.694977343082428,
0.47146499156951904,
0.36826637387275696,
-0.5590821504592896,
-0.03306484967470169,
-0.5471543073654175,
0.38336247205734253,
0.5901042222976685,
-0.2844218611717224,
0.38299068808555603,
-0.018766891211271286,
0.01170201413333416,
-0.2512163519859314,
-0.014444492757320404,
0.5641218423843384,
0.503154456615448,
-0.9007368087768555,
0.21617574989795685,
0.49459847807884216,
0.7796716690063477,
-0.07415124773979187,
0.19580790400505066,
0.427948534488678,
0.0762411504983902,
-0.7766849398612976,
-0.2500927448272705,
0.13498267531394958,
0.8887942433357239,
0.006610095500946045,
0.6447403430938721,
-0.07561856508255005,
-1.0579370260238647,
-0.011506127193570137,
-0.43095359206199646,
-1.1340168714523315,
0.7391776442527771,
0.8690357804298401,
-0.4492206573486328,
0.0825476348400116,
-0.027385585010051727,
0.46099990606307983,
0.5659863948822021,
0.6206059455871582,
0.013729479163885117,
0.6753058433532715,
-0.09351522475481033,
0.46365872025489807,
-0.2757914066314697,
0.2971748113632202,
-0.05087368190288544,
-0.5552836656570435,
0.15193147957324982,
0.39410361647605896,
0.2633708119392395,
-0.2960664629936218,
-0.7341811656951904,
-0.11224179714918137,
-0.7468274235725403,
0.1728399693965912,
-0.45447635650634766,
0.8086854219436646,
0.2927384376525879,
-0.12009039521217346,
-0.04765522852540016,
0.03606318682432175,
0.3077520728111267,
0.034363262355327606,
-0.39752304553985596,
-0.23390352725982666,
0.9601917862892151,
0.14711061120033264,
-0.5476252436637878,
0.9546812176704407,
-0.8819435238838196,
-0.5840246677398682,
-1.0748426914215088,
0.032093144953250885,
0.9532780051231384,
-0.6067395210266113,
-1.3866862058639526,
0.04186630994081497,
0.23084908723831177,
-0.18994230031967163,
1.0458680391311646,
-0.8630052804946899,
-0.23337244987487793,
0.301236629486084,
-0.9103072881698608,
-0.4832657277584076,
-0.07075521349906921,
-0.14975330233573914,
-0.5511220693588257,
0.2604055106639862,
0.986562967300415,
0.4808894991874695,
-0.3649247884750366,
0.2715563178062439,
-0.05791190266609192,
-0.3454020619392395,
0.5180851817131042,
-0.9415963292121887,
0.25536301732063293,
0.10337778925895691,
-0.4507271945476532,
0.45836135745048523,
-0.09241946041584015,
-0.23107174038887024,
-0.15106156468391418,
0.4004547894001007,
0.4498881697654724,
-0.5973649621009827,
0.06871238350868225,
-0.47813525795936584,
-0.7965848445892334,
0.013646915555000305,
0.4665240943431854,
-0.30718615651130676,
1.3082690238952637,
0.3037443161010742,
0.12404885143041611,
-0.6112879514694214,
-0.9822936654090881,
0.2190023809671402,
0.7214230298995972,
-0.45631861686706543,
-0.7376569509506226,
0.0440724678337574,
-0.5772590637207031,
-0.8020460605621338,
-0.8243273496627808,
0.796138346195221,
0.4705613851547241,
0.08638845384120941,
1.1800792217254639,
-0.9987202286720276,
-0.12276411056518555,
0.7311832308769226,
0.008859507739543915,
-1.1250203847885132,
-0.38961946964263916,
-0.6472094655036926,
0.71761554479599,
0.1877947598695755,
0.24643124639987946,
-0.7044650912284851,
0.22591596841812134,
0.48985975980758667,
0.3683328628540039,
-0.507443904876709,
-1.1292202472686768,
0.5257965922355652,
-0.4929249882698059,
0.19853532314300537,
0.11356288194656372,
0.6050005555152893,
-0.19366112351417542,
-0.4046863317489624,
-0.505325973033905,
0.6614625453948975,
-0.02316061407327652,
-0.4570034444332123,
0.6568381190299988,
-0.4634705185890198,
0.36690428853034973,
-0.5252891778945923,
-0.6068246960639954,
-0.8415781855583191,
0.09167947620153427,
-1.096108078956604,
0.019854217767715454,
-0.8040956258773804,
-0.21479006111621857,
0.33089181780815125,
-0.37155237793922424,
-0.0747264102101326,
-0.23601555824279785,
0.058428362011909485,
-1.0014820098876953,
-1.1589038372039795,
0.8254548907279968,
1.07886803150177,
0.5588937401771545,
-0.4869861602783203,
0.03631121665239334,
0.34633898735046387,
-0.24610677361488342,
0.5105571746826172,
0.48367181420326233,
-0.6943507194519043,
-0.4233868420124054,
-0.6104096174240112,
-0.17057335376739502,
0.4246237874031067,
0.1523219347000122,
-0.38753533363342285,
0.18649375438690186,
-0.3175833225250244,
0.30501246452331543,
-0.005269207060337067,
0.11386426538228989,
-1.3260778188705444,
0.22436347603797913,
0.784747302532196,
-0.43373632431030273,
0.17445746064186096,
-0.31010377407073975,
-0.5909913778305054,
0.2834252715110779,
0.7554816007614136,
0.43976202607154846,
-0.5721990466117859,
0.504212498664856,
0.5984711647033691,
-0.9373762011528015,
0.038012608885765076,
0.162583127617836,
0.0005242675542831421,
-0.7882887721061707,
-0.06935827434062958,
-0.0801353007555008,
0.5111379623413086,
-0.37498748302459717,
0.5265552401542664,
-0.2852844297885895,
-2.0439107418060303,
0.4132847189903259,
0.3626699447631836,
0.25981149077415466,
-0.8400272727012634,
0.2062264084815979,
0.624104380607605,
0.1587325930595398,
0.1502840220928192,
-0.2685856223106384,
0.35690581798553467,
-0.9508434534072876,
0.05201445892453194,
0.19108010828495026,
-0.2032375931739807,
0.04606775939464569,
0.7945345640182495,
0.23851346969604492,
-0.7597922682762146,
0.11560887843370438,
-0.8015432953834534,
0.09350581467151642,
0.1314612776041031,
0.29899993538856506,
1.1967662572860718,
-0.1647668182849884,
-0.006232466083019972,
-0.05369579792022705,
0.3428947925567627,
0.43075019121170044,
-0.017072446644306183,
0.35108157992362976,
-0.2082061618566513,
-0.10148501396179199,
0.5298816561698914,
0.11096110939979553,
-0.18545356392860413,
-0.1542634218931198,
-0.5538265109062195,
-0.4552309215068817,
-1.1455106735229492,
-0.12592482566833496,
0.1541522592306137,
-0.9552774429321289,
0.07225862890481949,
0.8829659223556519,
0.35472649335861206,
0.42058655619621277,
-0.30929964780807495,
-0.10323590040206909,
-0.12755659222602844,
-0.01906551420688629,
-0.3844679594039917,
-0.5286667943000793,
-0.10211983323097229,
0.9779471158981323,
-0.6730513572692871,
0.6885882616043091,
-0.7879119515419006,
-0.6977529525756836,
0.15487098693847656,
0.35630568861961365,
-0.2907368540763855,
0.8398969173431396,
-0.47300592064857483,
0.390847772359848,
0.024993274360895157,
-0.07556892931461334,
-0.7518235445022583,
1.5223506689071655,
1.2341322898864746,
0.3456471264362335,
0.5317999720573425,
-0.944495439529419,
0.8709914684295654,
0.12301255762577057,
0.137617826461792,
0.621567964553833,
0.19588503241539001,
0.05935608595609665,
-0.5914158821105957,
0.006756257265806198,
1.5409386157989502,
-0.6820656061172485,
0.09746457636356354,
0.07854224741458893,
1.0755095481872559,
0.10142898559570312,
0.3960188031196594,
0.3049977421760559,
0.3466717600822449,
0.8667643666267395,
-0.016928434371948242,
0.08510729670524597,
-0.5206648707389832,
-0.12347882986068726,
0.18614110350608826,
-0.6285759806632996,
-0.10459092259407043,
-0.9241775274276733,
-0.10097900778055191,
0.5893582105636597,
-0.1240549385547638,
-0.5503469705581665,
0.2826579809188843,
-0.26848575472831726,
0.7521388530731201,
-0.04859205335378647,
0.5596664547920227,
0.0836157277226448,
-0.4925387501716614,
-0.24246487021446228,
-0.9762218594551086,
-0.4784170985221863,
-0.4173237383365631,
-0.05084873363375664,
-1.2119522094726562,
-0.3739607334136963,
-0.8541991114616394
] |
{"http://arxiv.org/abs/2306.06263v1": 0.922035813331604, "http://arxiv.org/abs/2208.08544v3": 0.921151340007782, "http://arxiv.org/abs/2210.00079v3": 0.9103657603263855, "http://arxiv.org/abs/2307.11503v1": 0.8976566791534424, "http://arxiv.org/abs/2206.02792v1": 0.896964430809021, "http://arxiv.org/abs/2201.12293v4": 0.8897626399993896, "http://arxiv.org/abs/2302.11337v3": 0.8893073797225952, "http://arxiv.org/abs/2307.08609v1": 0.8885442614555359, "http://arxiv.org/abs/2205.14977v3": 0.8884826898574829, "http://arxiv.org/abs/2309.14581v1": 0.8831429481506348}
| 0.922036
| 0.898741
|
http://arxiv.org/abs/2102.09407v5
| 2021-02-18T00:00:00
|
Adaptive Rational Activations to Boost Deep Reinforcement Learning
|
Quentin Delfosse; Patrick Schramowski; Martin Mundt; Alejandro Molina; Kristian Kersting
|
Latest insights from biology show that intelligence not only emerges from the connections between neurons but that individual neurons shoulder more computational responsibility than previously anticipated. This perspective should be critical in the context of constantly changing distinct reinforcement learning environments, yet current approaches still primarily employ static activation functions. In this work, we motivate why rationals are suitable for adaptable activation functions and why their inclusion into neural networks is crucial. Inspired by recurrence in residual networks, we derive a condition under which rational units are closed under residual connections and formulate a naturally regularised version: the recurrent-rational. We demonstrate that equipping popular algorithms with (recurrent-)rational activations leads to consistent improvements on Atari games, especially turning simple DQN into a solid approach, competitive to DDQN and Rainbow.
|
cs.LG
| 1
|
ICLR-2024
|
[
-0.820600688457489,
-0.66475909948349,
-0.06603653728961945,
-0.0813857689499855,
-0.22895292937755585,
0.037353962659835815,
-0.26541951298713684,
0.6578511595726013,
-0.22478929162025452,
0.6004663705825806,
-0.7870171070098877,
1.0944037437438965,
0.3034815788269043,
0.308514803647995,
-0.6438287496566772,
0.8919973969459534,
0.7012584805488586,
0.8945045471191406,
1.5619231462478638,
-0.5713280439376831,
-0.046670183539390564,
-0.6759950518608093,
-0.7281367778778076,
-0.614996612071991,
-0.12384471297264099,
0.8219671249389648,
-0.566202700138092,
0.3500058948993683,
0.926238477230072,
0.32782527804374695,
0.8239402770996094,
-0.9378845691680908,
-0.34292954206466675,
0.11180496215820312,
-0.7669183015823364,
0.48151320219039917,
1.192967414855957,
-0.15024198591709137,
-0.27501416206359863,
0.5256578326225281,
-0.07496364414691925,
-0.060052014887332916,
0.918703019618988,
-1.3832168579101562,
-0.5456726551055908,
0.7975205779075623,
0.14816752076148987,
-0.6883389949798584,
-0.3230006694793701,
0.43361130356788635,
0.43248066306114197,
-0.5031901597976685,
-2.114729881286621,
-0.23051393032073975,
0.026249773800373077,
1.3120163679122925,
-0.9046179056167603,
-0.5117582082748413,
0.9379801750183105,
0.2341252565383911,
-0.9423626661300659,
0.2574845254421234,
0.19812384247779846,
0.5543441772460938,
1.0948569774627686,
-1.5770061016082764,
1.0473670959472656,
0.6898210048675537,
0.854910135269165,
1.7057914733886719,
-1.678099513053894,
-0.07643283903598785,
0.43899664282798767,
0.5283069014549255,
0.5695495009422302,
0.33092200756073,
-1.0646883249282837,
0.6104292273521423,
-0.019742049276828766,
0.9202065467834473,
0.7440318465232849,
0.6195659637451172,
0.6133489012718201,
0.2983778119087219,
-0.9095906615257263,
-0.13448812067508698,
1.4124219417572021,
-0.44087180495262146,
-1.6155325174331665,
2.225203514099121,
-0.04518512636423111,
-0.010578542947769165,
0.29136765003204346,
1.4900966882705688,
0.37608250975608826,
0.48762452602386475,
1.3300265073776245,
-0.1555832028388977,
-0.19105051457881927,
0.4619482159614563,
-0.05695263296365738,
0.3962022066116333,
-0.3070392906665802,
0.05190907418727875,
0.7321977615356445,
-1.2190572023391724,
-0.8686046004295349,
-0.8550128936767578,
0.5019423961639404,
-0.10930484533309937,
-0.3041341006755829,
-0.28756293654441833,
0.8372219800949097,
-1.5454226732254028,
-1.3390841484069824,
-0.528872013092041,
-1.025328278541565,
0.6795036196708679,
0.007698439061641693,
0.6263939142227173,
-0.17590758204460144,
1.57347571849823,
-0.05452995374798775,
0.6738510131835938,
-0.16995137929916382,
0.7356480360031128,
-0.1864258199930191,
0.878447413444519,
-0.16757170855998993,
-1.4463536739349365,
-0.4094081521034241,
-0.6842696666717529,
-0.3356701135635376,
0.26020967960357666,
1.2668707370758057,
0.4918934404850006,
-0.8435156345367432,
-0.2734827995300293,
-0.9834094047546387,
-0.35983407497406006,
-1.1351919174194336,
0.7882011532783508,
-0.430973619222641,
-0.1270083785057068,
-0.6160075664520264,
2.4490725994110107,
-0.4790266156196594,
0.7727410793304443,
1.1801491975784302,
1.1928256750106812,
-0.07836474478244781,
-0.1532239466905594,
-0.3143743574619293,
-0.04058176279067993,
-0.16466835141181946,
0.5466098189353943,
-0.3752325177192688,
0.4011904001235962,
0.16684149205684662,
1.0305029153823853,
-0.39151933789253235,
-0.687354564666748,
0.2935211658477783,
-1.1762480735778809,
-1.247476577758789,
0.09591245651245117,
0.9103384017944336,
-0.6274598240852356,
0.8761358857154846,
-1.1043239831924438,
0.24152161180973053,
-0.7156442999839783,
-0.5323412418365479,
1.3870068788528442,
0.84778892993927,
0.6129360198974609,
-0.222744420170784,
-0.14700299501419067,
0.5035320520401001,
-0.2818338871002197,
-1.243536114692688,
-0.3585732579231262,
-0.1752772033214569,
0.8504646420478821,
-0.16446983814239502,
-0.1837235987186432,
0.3934530019760132,
-0.031382326036691666,
-0.34416139125823975,
-0.730210542678833,
1.0342047214508057,
-0.28858682513237,
-0.7737941741943359,
0.6776804327964783,
0.019209124147892,
-1.0441285371780396,
-0.7231637835502625,
-0.0015180166810750961,
-1.8479610681533813,
-0.2164478600025177,
0.6925947666168213,
-0.16885045170783997,
1.1145539283752441,
-1.2115564346313477,
0.5965635776519775,
0.14565545320510864,
-0.3121962547302246,
1.1784805059432983,
0.0629194974899292,
2.035926580429077,
-0.06904865056276321,
0.1250850111246109,
-1.153382420539856,
1.124178171157837,
-1.338361382484436,
1.416663646697998,
-0.6706667542457581,
-0.1396017223596573,
0.6394310593605042,
-0.6319078803062439,
-0.09713955223560333,
-0.9617117643356323,
-1.4336483478546143,
0.1380998194217682,
1.7195613384246826,
-0.2706887722015381,
-1.2682217359542847,
0.8589181900024414,
-0.952662467956543,
0.19573968648910522,
-0.9293721318244934,
-1.6473073959350586,
-0.6139885187149048,
-0.01683591678738594,
-0.8460373282432556,
0.025146305561065674,
0.7558895945549011,
-0.37867945432662964,
-0.8091675639152527,
1.3453327417373657,
-0.3490223288536072,
1.134320616722107,
1.0615622997283936,
-0.4660477042198181,
1.2866300344467163,
-0.3980274200439453,
0.18156367540359497,
-0.07077784836292267,
1.0487618446350098,
0.32505476474761963,
-1.0901801586151123,
0.7516905069351196,
0.6487746834754944,
-0.8280004858970642,
0.7716900110244751,
-0.2990356385707855,
-0.43505769968032837,
2.3859481811523438,
0.31193310022354126,
-0.8634172081947327,
0.2823654115200043,
1.1190857887268066,
1.7964504957199097,
0.3597468137741089,
0.8534367680549622,
0.7893779873847961,
-0.29747363924980164,
-0.5525718331336975,
0.003555634990334511,
0.29560741782188416,
-0.7890940308570862,
-1.4364159107208252,
0.18906499445438385,
-0.6148538589477539,
-0.36751067638397217,
0.2996445894241333,
1.0050450563430786,
-0.3779146671295166,
-0.8980486989021301,
-0.3502585291862488,
-0.5751861929893494,
-1.6512091159820557,
-0.895210862159729,
-0.7242104411125183,
-0.34904831647872925,
0.733636200428009,
-0.34719318151474,
-0.12165971100330353,
0.10205391049385071,
-0.7968615889549255,
0.6527412533760071,
-0.9119774699211121,
0.09964779764413834,
-0.3714548945426941,
0.6866626143455505,
0.23719830811023712,
0.41688302159309387,
0.14985454082489014,
0.7148839831352234,
0.8743368983268738,
-0.4508962035179138,
-0.13778892159461975,
-0.036727651953697205,
-0.7682058811187744,
-0.43178296089172363,
0.7291080355644226,
-0.6801902055740356,
0.07448756694793701,
1.4797383546829224,
-0.872495174407959,
1.7239203453063965,
-0.8614336252212524,
1.690395712852478,
-0.20571306347846985,
-0.10773491114377975,
0.28018343448638916,
0.46155327558517456,
-0.9343563318252563,
0.6206514835357666,
-1.5624734163284302,
0.9500341415405273,
-0.24221600592136383,
0.19035260379314423,
-2.3732872009277344,
0.5873748064041138,
-0.6714640259742737,
1.0034359693527222,
0.3685359060764313,
0.041159894317388535,
-0.3314984440803528,
-0.32211044430732727,
-0.6938525438308716,
-0.08372867107391357,
-2.9891467094421387,
0.48459726572036743,
1.0090926885604858,
-1.111603021621704,
-0.8371249437332153,
-0.5821735858917236,
1.3990267515182495,
-1.2369784116744995,
-0.4227210283279419,
-0.12944751977920532,
-0.2428845912218094,
0.8364944458007812,
0.3556288480758667,
-0.45679840445518494,
0.5447394847869873,
-0.8449456095695496,
-0.9623105525970459,
-1.7131154537200928,
0.33976367115974426,
-1.6365455389022827,
-1.7523161172866821,
-1.2353954315185547,
-0.06681428104639053,
0.6829394102096558,
0.4575708508491516,
-0.6199136972427368,
0.8928630352020264,
0.4210420250892639,
-0.24850454926490784,
1.0779376029968262,
0.3683322072029114,
0.835710883140564,
0.47876107692718506,
0.04249238967895508,
-0.13138823211193085,
1.0096824169158936,
-0.8528388142585754,
-0.1608896702528,
1.884643316268921,
-0.7236349582672119,
-0.05486099421977997,
-1.2097926139831543,
-0.15777644515037537,
-0.9500627517700195,
-1.6540310382843018,
1.2077990770339966,
-0.3022615909576416,
0.9459879398345947,
-0.10892117023468018,
-0.18309330940246582,
0.10772518813610077,
0.2331484705209732,
-1.2951780557632446,
0.17228657007217407,
-1.153778314590454,
0.11888649314641953,
-0.2900913953781128,
0.19953148066997528,
-0.4947829842567444,
0.935011088848114,
-0.36274397373199463,
0.1647040843963623,
0.36906763911247253,
0.29945337772369385,
-1.1219234466552734,
0.4781249463558197,
0.6444534659385681,
0.5926539301872253,
0.2516781687736511,
-0.5674163103103638,
0.010498412884771824,
-1.638975739479065,
-1.0268770456314087,
1.647388219833374,
0.3133619427680969,
0.991919219493866,
0.10503073781728745,
-0.815232515335083,
0.05336124822497368,
-0.5794710516929626,
-0.625766932964325,
-1.2538174390792847,
-0.19797438383102417,
-0.13665062189102173,
-1.586824893951416,
-1.1255353689193726,
-0.7742426991462708,
-0.5927403569221497,
1.2331939935684204,
6.41074275970459,
0.13795369863510132,
-0.3452813923358917,
0.9462040662765503,
1.5337088108062744,
-1.4174820184707642,
0.21032938361167908,
-0.548827052116394,
-0.9814138412475586,
1.044792890548706,
0.1313794106245041,
0.8425345420837402,
1.2981446981430054,
0.006647620350122452,
-0.3100062608718872,
0.7696915864944458,
-2.274407148361206,
0.9163808822631836,
-2.325119733810425,
-1.226731300354004,
0.11142722517251968,
0.9010390043258667,
2.2997171878814697,
1.032312035560608,
0.8803076148033142,
1.2189656496047974,
1.0348397493362427,
0.42552992701530457,
1.372077226638794,
1.288698673248291,
-0.001581236720085144,
-0.04932108893990517,
1.0679810047149658,
1.4966084957122803,
0.5384810566902161,
-1.3255423307418823,
-1.5667939186096191,
0.3287660479545593,
-0.7782374620437622,
-0.9607625603675842,
1.4461945295333862,
-1.0955473184585571,
0.9242817163467407,
1.4402426481246948,
-0.06331375986337662,
0.5238735675811768,
-0.278116375207901,
-0.14107191562652588,
-0.3956656754016876,
-0.5831727981567383,
1.0080363750457764,
-0.0698229968547821,
-0.8024554252624512,
1.3319034576416016,
-0.04320840537548065,
1.000946044921875,
0.5026187300682068,
1.0183651447296143,
-1.1693536043167114,
-0.3533839285373688,
0.8679292798042297,
-0.43260878324508667,
0.4649273753166199,
0.3167737126350403,
0.28883907198905945,
-0.18403272330760956,
0.1785176396369934,
0.6456669569015503,
0.1992580145597458,
0.5147541761398315,
-0.12789377570152283,
-0.11890946328639984,
-0.5215193629264832,
-0.5692075490951538,
-0.10018712282180786,
0.9972045421600342,
-0.4020901024341583,
-0.7656404376029968,
0.5790315270423889,
-0.72074294090271,
0.6805943846702576,
-0.4704614579677582,
-1.4413775205612183,
0.8260626792907715,
-0.3712978661060333,
0.17452697455883026,
-0.3727553188800812,
0.5195091366767883,
-0.46722322702407837,
-0.49022045731544495,
-0.36574098467826843,
1.182383418083191,
0.36190304160118103,
-0.6613009572029114,
-0.044480081647634506,
-1.4149540662765503,
0.03581593558192253,
0.44912269711494446,
-1.2680959701538086,
0.3291105031967163,
0.5602132678031921,
-0.1579267382621765,
-1.2831366062164307,
-1.2440414428710938,
0.5250741839408875,
-1.2618438005447388,
-0.49924468994140625,
-0.6988754868507385,
0.20849014818668365,
0.35709619522094727,
0.24966928362846375,
-0.14305414259433746,
-0.7450145483016968,
-0.702238142490387,
-0.5626022815704346,
-0.6447664499282837,
-0.46039003133773804,
-0.5680065155029297,
0.7380953431129456,
0.9405292272567749,
0.2836332321166992,
0.3209367096424103,
-1.7201803922653198,
-0.3175120949745178,
-0.07366766035556793,
-0.2413625568151474,
0.5141124129295349,
-0.4005015790462494,
0.4879581928253174,
-0.4424465596675873,
0.5127155780792236,
0.014144010841846466,
1.4232436418533325,
-0.8106574416160583,
0.5637003779411316,
-1.120044469833374,
0.5468143224716187,
-0.38779884576797485,
1.2869830131530762,
0.9478989243507385,
-0.9383204579353333,
-1.2322672605514526,
0.37211450934410095,
1.3616399765014648,
-0.850532591342926,
0.13450470566749573,
-0.4959717392921448,
-1.0036755800247192,
1.4126098155975342,
-0.5873069167137146,
1.2468254566192627,
-0.9385263919830322,
0.18093016743659973,
-0.10136507451534271,
1.2152053117752075,
0.23916399478912354,
-0.1146034374833107,
-0.09728728979825974,
-0.7292298078536987,
0.45649656653404236,
0.6319481730461121,
-0.4581316411495209,
0.5896737575531006,
-0.32640063762664795,
-0.5754469037055969,
0.29718196392059326,
-0.6689151525497437,
-0.2693592309951782,
0.12318055331707001,
-1.0474154949188232,
0.6629230976104736,
-0.7125385403633118,
-0.47114279866218567,
-0.4952396750450134,
-0.3952619135379791,
0.2229326069355011,
-2.074664354324341,
0.1260284185409546,
1.7856700420379639,
0.3492276072502136,
1.2361904382705688,
0.021142009645700455,
-1.3121346235275269,
1.6223067045211792,
-0.30082976818084717,
-1.3632241487503052,
1.1082532405853271,
0.41614198684692383,
-0.28099727630615234,
-0.4478847086429596,
0.19368132948875427,
-0.1378517746925354,
-0.7747222185134888,
-1.3747040033340454,
0.8436462879180908,
-0.4997800588607788,
1.380860447883606,
-1.531438946723938,
1.6126246452331543,
0.7650815844535828,
0.21615499258041382,
1.2426990270614624,
1.1217409372329712,
0.14573918282985687,
-2.215230703353882,
1.0787001848220825,
-1.495679497718811,
0.9839261174201965,
-0.060498207807540894,
0.12482066452503204,
-0.38113048672676086,
0.07665711641311646,
-0.4139471650123596,
0.28450465202331543,
-0.9693260192871094,
1.6030141115188599,
0.8373812437057495,
0.8650161623954773,
-0.04043783247470856,
0.32678624987602234,
-0.3961871266365051,
-1.4328466653823853,
0.03521233797073364,
0.37932491302490234,
-0.07531806081533432,
1.4502332210540771,
1.3860303163528442,
-0.9115201234817505,
-0.35532134771347046,
-0.05641229450702667,
0.8245528340339661,
0.6001065373420715,
1.049059271812439,
0.30509376525878906,
0.2806558609008789,
0.37016308307647705,
-0.8195843696594238,
-0.2675231099128723,
0.583844780921936,
0.37911614775657654,
2.05476975440979,
-0.5774124264717102,
0.39132413268089294,
-0.05011996626853943,
-0.320641428232193,
-2.063246965408325,
1.251564383506775,
0.050364818423986435,
-1.2292002439498901,
-0.5190142393112183,
-0.36076629161834717,
-0.5926793217658997,
0.26704877614974976,
-0.07859031856060028,
-0.26754337549209595,
0.7819079160690308,
0.26731589436531067,
0.1747542917728424,
0.805350661277771,
-0.678931713104248,
1.0126619338989258,
1.2068971395492554,
2.2405622005462646,
-1.6145261526107788,
-2.2233059406280518,
-0.9567176699638367,
-0.0807419866323471,
1.7340164184570312,
0.06768502295017242,
-0.8326064348220825,
-1.3226746320724487,
1.6019538640975952,
0.6841863989830017,
0.4783778786659241,
-0.47283369302749634,
-0.8310297131538391,
0.06231195479631424,
2.1337215900421143,
0.0998757854104042,
0.28048551082611084,
-0.0775609165430069,
1.1877834796905518,
1.241060495376587,
-0.673735499382019,
-1.210579752922058,
0.38887926936149597,
-0.24589598178863525,
0.3070516884326935,
0.7750323414802551,
-2.2413578033447266,
-0.1307588815689087,
-0.7500566840171814,
-0.7303494811058044,
0.7559700012207031,
-2.6391539573669434,
0.1490115076303482,
0.3558503985404968,
0.094657301902771,
-0.16482728719711304,
-0.7696706652641296,
1.253791332244873,
0.8899717926979065,
0.6963052749633789,
0.14621292054653168,
-0.7928110361099243,
-0.6295298337936401,
0.533656120300293,
1.094486117362976,
0.9795737266540527,
0.2508653402328491,
0.4569634199142456,
0.6694210767745972,
-0.5676959156990051,
-1.1118876934051514,
0.18433231115341187,
1.2528094053268433,
0.22223013639450073,
-0.8742761015892029,
-0.09066398441791534,
-0.42539361119270325,
1.064894676208496,
0.27567678689956665,
-0.775145411491394,
-1.8155126571655273,
-1.5279031991958618,
-0.359479159116745,
0.6583766341209412,
0.39525356888771057,
0.6369515061378479,
-0.879423201084137,
0.4542692303657532,
-0.013579064980149269,
-0.4394119679927826,
-0.004779995419085026,
-0.38169538974761963,
1.0805659294128418,
-0.946107029914856,
-0.42053771018981934,
-1.7738573551177979,
0.2544655203819275,
0.18615376949310303,
1.0869605541229248,
0.06547501683235168,
-0.6365319490432739,
-0.6523805260658264,
-0.5695700645446777
] |
[
-0.23682548105716705,
0.9733121395111084,
-0.37704765796661377,
0.420199453830719,
0.35452955961227417,
0.01584509387612343,
0.3571116030216217,
-0.3924747407436371,
-0.7421926856040955,
0.15809044241905212,
0.035127826035022736,
0.07422138750553131,
0.26842379570007324,
-0.06235083192586899,
-0.2726454436779022,
-0.2220253199338913,
-1.0096588134765625,
-0.12326780706644058,
-0.20603135228157043,
-0.6116584539413452,
0.21672961115837097,
-0.34515348076820374,
-1.056159496307373,
-0.22971510887145996,
-0.2675226926803589,
0.9422249794006348,
-0.5460962057113647,
1.1808949708938599,
0.20633552968502045,
1.2293206453323364,
0.48300114274024963,
-0.3882962465286255,
0.8953118920326233,
-0.14022865891456604,
-0.43151113390922546,
-0.44802865386009216,
-0.1772739589214325,
-0.6142304539680481,
-0.7955141067504883,
0.6190864443778992,
-0.19322513043880463,
0.3335728347301483,
0.36824536323547363,
-0.44573965668678284,
-0.04869527742266655,
0.46633318066596985,
0.7328769564628601,
0.9778993129730225,
-0.5604120492935181,
-0.06966345012187958,
1.3484066724777222,
-0.6274048686027527,
0.14059296250343323,
1.056714653968811,
0.4223364591598511,
1.043380856513977,
-0.2596041262149811,
-0.5624861717224121,
0.9670509099960327,
-0.15082132816314697,
-0.6826424598693848,
0.04048975184559822,
0.07237605005502701,
0.2779068052768707,
1.3601850271224976,
-0.5829004049301147,
0.42972809076309204,
0.6958673000335693,
0.22203482687473297,
1.3253984451293945,
0.3666863441467285,
-0.6360049247741699,
0.19229120016098022,
0.3249848186969757,
0.11146841198205948,
0.521516740322113,
-0.19373556971549988,
0.9193510413169861,
-0.8344815373420715,
0.17349742352962494,
1.038273811340332,
0.37982097268104553,
0.3226962089538574,
-0.16715192794799805,
0.10842183232307434,
1.082129716873169,
0.6735720038414001,
0.18405766785144806,
-0.9316437840461731,
1.3012689352035522,
0.3075161576271057,
0.5438315272331238,
-0.2864972651004791,
0.6578887701034546,
0.07724510878324509,
0.3629923164844513,
0.20208705961704254,
0.5558454394340515,
-0.3810604512691498,
0.21305248141288757,
-0.0020515592768788338,
0.7106047868728638,
-0.1834254115819931,
-0.11417317390441895,
1.3841125965118408,
-0.3097783625125885,
0.5965195894241333,
-1.3533480167388916,
-0.2286478579044342,
-0.24877634644508362,
0.06662461906671524,
-0.7088411450386047,
-0.16155670583248138,
-0.38897931575775146,
-1.0313304662704468,
-0.262654185295105,
-0.5272156000137329,
0.07553587108850479,
-0.4445146322250366,
0.8709017038345337,
-0.24807387590408325,
-0.11550363898277283,
0.5873281955718994,
0.8297778367996216,
-0.019025854766368866,
0.5317417979240417,
0.36464130878448486,
0.16730178892612457,
0.551608681678772,
-0.5227572321891785,
-0.6294751763343811,
-0.8261726498603821,
0.298753023147583,
0.5511547327041626,
-0.2093842774629593,
0.15291476249694824,
-1.4362895488739014,
-0.8978387117385864,
-1.3217037916183472,
0.7843602299690247,
-0.3489866554737091,
-0.27822205424308777,
1.5017964839935303,
0.41461387276649475,
-0.6767374277114868,
1.111928939819336,
-0.2723196744918823,
0.07654377073049545,
0.4309130907058716,
0.5689315795898438,
0.28109386563301086,
0.34328415989875793,
-0.9808142781257629,
0.4539354741573334,
0.4422153830528259,
-0.29394349455833435,
-0.24054789543151855,
-0.27143335342407227,
-0.8237975239753723,
-0.14531168341636658,
0.4490985870361328,
-0.9185900688171387,
1.3261892795562744,
-0.5827063918113708,
-1.588986873626709,
0.8260565400123596,
0.6822764873504639,
-0.6007353067398071,
0.6288062334060669,
-0.13881754875183105,
-0.3014591336250305,
0.009145071730017662,
-0.5023090839385986,
0.8262360095977783,
0.5885801315307617,
-0.16525539755821228,
-0.08508303761482239,
-0.10459521412849426,
-0.022551942616701126,
-0.1814366728067398,
-0.08801104128360748,
0.5229998826980591,
0.19614450633525848,
-0.19958868622779846,
0.09114082157611847,
0.43954092264175415,
-0.10881636291742325,
-0.3316587805747986,
0.0410509817302227,
-1.2960964441299438,
0.24396783113479614,
0.6697872877120972,
0.8836802244186401,
-0.8377402424812317,
-0.7355149388313293,
-0.03713827580213547,
0.1904580444097519,
0.05087633058428764,
-0.5584170818328857,
-0.14256706833839417,
-0.8296430110931396,
0.4376966953277588,
0.11758056282997131,
-0.5035291314125061,
-0.12089605629444122,
0.07092970609664917,
-0.6505570411682129,
0.058326706290245056,
0.4089663326740265,
1.1236501932144165,
-0.5584030747413635,
0.23995067179203033,
-0.028389815241098404,
-0.0861881673336029,
-1.114499568939209,
1.8189573287963867,
-0.007291711401194334,
0.055972620844841,
-0.260287880897522,
-0.6092855334281921,
-0.2976180613040924,
-0.1096622571349144,
0.21513943374156952,
0.042268842458724976,
-0.07359354197978973,
0.46575847268104553,
-0.9917398691177368,
0.9010642766952515,
-0.11167579889297485,
0.23806463181972504,
0.09536184370517731,
-0.9674271941184998,
0.19669115543365479,
0.29317981004714966,
-0.09451570361852646,
-0.7879449129104614,
0.38175877928733826,
0.23337912559509277,
-0.47007954120635986,
0.3828791677951813,
0.6292279362678528,
0.5071454644203186,
-0.46370258927345276,
0.28248241543769836,
0.3369787335395813,
-0.20288491249084473,
0.0020651696249842644,
0.3320842981338501,
0.6157055497169495,
0.6822400093078613,
0.6245810389518738,
0.11035922914743423,
0.059347689151763916,
-0.9454267621040344,
0.6068350672721863,
0.6808515191078186,
0.402872771024704,
0.9110924601554871,
0.3436768651008606,
-1.0873298645019531,
-0.19098466634750366,
0.01444193348288536,
0.5465523600578308,
1.096618413925171,
0.027342472225427628,
0.14198534190654755,
-0.42328140139579773,
-0.18943823873996735,
-0.3114262819290161,
-0.16161274909973145,
-0.8786268830299377,
-0.6322238445281982,
-0.9128907322883606,
-1.2018005847930908,
0.9629974961280823,
0.3279801309108734,
1.2119767665863037,
-0.8508502840995789,
-0.8769760131835938,
-0.26537880301475525,
0.9176685214042664,
-0.0948665589094162,
-0.33553582429885864,
0.7018231153488159,
-0.49585360288619995,
-0.22768880426883698,
-0.14946746826171875,
0.2992311120033264,
-0.25423771142959595,
-0.7198647856712341,
0.611539363861084,
-0.15716026723384857,
-0.250053346157074,
0.2798013985157013,
0.9654253125190735,
-0.5395552515983582,
-0.7247028350830078,
-0.06311825662851334,
0.10306791961193085,
-0.1641407012939453,
-0.24317094683647156,
0.7169755697250366,
-0.46511274576187134,
0.1468501091003418,
-0.5304438471794128,
-0.34142962098121643,
0.12290877103805542,
0.3446946144104004,
0.566424548625946,
-0.44301900267601013,
0.6701391935348511,
-1.1355271339416504,
0.8266586661338806,
0.24207821488380432,
-0.5743209719657898,
-0.19013646245002747,
-1.059386968612671,
0.05922476947307587,
0.3466578423976898,
-0.5928756594657898,
-0.12500715255737305,
-0.9950966835021973,
0.3603333532810211,
-0.5317693948745728,
-0.2353057861328125,
-0.04462990164756775,
0.9522509574890137,
-0.0362471379339695,
0.34831610321998596,
-0.19472454488277435,
0.37241262197494507,
0.3112516403198242,
0.2302037477493286,
-0.857171356678009,
0.7587866187095642,
0.19117748737335205,
-0.16061004996299744,
-0.38618606328964233,
0.012043990194797516,
-0.30698347091674805,
-0.48237520456314087,
0.025715157389640808,
0.3353508710861206,
-0.4235553443431854,
0.2602786421775818,
-0.6309722065925598,
-1.7598698139190674,
0.32426580786705017,
-0.568597137928009,
-0.6095892786979675,
-0.7299638986587524,
-0.16623404622077942,
-0.6002315282821655,
-1.2034214735031128,
-1.2958436012268066,
-1.2533979415893555,
-0.34524640440940857,
-0.531565248966217,
-0.4005981683731079,
0.5184444189071655,
-0.45350489020347595,
-0.4743451476097107,
0.3506207764148712,
-0.40183499455451965,
1.050838828086853,
-0.5739896297454834,
0.593130350112915,
-0.03358618542551994,
-0.4314744472503662,
-0.19111119210720062,
0.6857293844223022,
0.6974255442619324,
-0.7053253650665283,
0.19665533304214478,
-0.8721351623535156,
0.5118628740310669,
-0.3776850998401642,
-1.1268378496170044,
0.24840092658996582,
0.12728048861026764,
0.5630508065223694,
-0.21454381942749023,
0.41043365001678467,
0.30103760957717896,
1.257224678993225,
-0.277970552444458,
0.5512508749961853,
0.47839030623435974,
0.3636684715747833,
0.3174978792667389,
-0.14716118574142456,
0.6479283571243286,
0.3960298001766205,
0.4514468014240265,
0.6839367151260376,
-0.15866941213607788,
0.07808299362659454,
-0.777751624584198,
0.5584579706192017,
1.0178074836730957,
-0.09470575302839279,
0.44037389755249023,
-0.15291713178157806,
0.11669717729091644,
-1.3546606302261353,
-1.0858820676803589,
1.0169578790664673,
0.9880222082138062,
0.3605985939502716,
0.01624653860926628,
0.09038271754980087,
0.27521902322769165,
0.4111321270465851,
0.05690532177686691,
-0.8152245879173279,
-0.9630212187767029,
-0.4528026580810547,
0.46123582124710083,
0.3208277225494385,
0.37696409225463867,
-0.21505577862262726,
0.49774131178855896,
14.931002616882324,
0.3800715208053589,
-0.126192107796669,
0.25125306844711304,
1.0037062168121338,
0.26907140016555786,
-0.259095698595047,
-0.30069416761398315,
-0.9938989877700806,
-0.4138340651988983,
1.2514973878860474,
0.43453824520111084,
0.7106093168258667,
0.1751134842634201,
-0.5376242399215698,
-0.015725696459412575,
-0.21470734477043152,
0.5788717269897461,
0.13603761792182922,
-1.4917746782302856,
-0.14316341280937195,
0.18364405632019043,
0.3254687190055847,
0.4094836115837097,
1.0207535028457642,
0.9992966055870056,
0.7761837840080261,
-0.43536776304244995,
0.7617844939231873,
0.393620103597641,
0.42917871475219727,
-0.20467272400856018,
0.3437156677246094,
0.5161808729171753,
-0.526646614074707,
-0.4222889542579651,
-0.31741270422935486,
-1.3428171873092651,
-0.4181550145149231,
-0.632504940032959,
0.108144111931324,
-0.6149172186851501,
-0.09998883306980133,
0.8510124683380127,
0.6192063093185425,
-0.09633760154247284,
-0.47490474581718445,
0.23162250220775604,
-0.23059268295764923,
-0.09618514031171799,
0.10929751396179199,
0.36619633436203003,
-0.05066744238138199,
-0.6467024087905884,
-0.4343518614768982,
0.3619385361671448,
-0.37655705213546753,
0.9500817060470581,
-0.4575701653957367,
-0.3544384241104126,
-0.20580962300300598,
-0.35047826170921326,
-0.1814945787191391,
0.8753495216369629,
0.65025395154953,
0.5661948919296265,
0.30233699083328247,
-0.020697353407740593,
0.633938729763031,
0.10186222195625305,
-0.09818746894598007,
-0.2801094949245453,
0.6615925431251526,
-0.4470316171646118,
-0.5444713830947876,
0.6233036518096924,
-0.35280150175094604,
-0.43048182129859924,
-1.1474443674087524,
-0.3676822781562805,
0.4990394711494446,
-0.9549503922462463,
-0.7395908832550049,
0.7341997623443604,
-0.42399993538856506,
-0.3671964406967163,
0.0571037158370018,
-0.9620909094810486,
-0.39323487877845764,
0.13554246723651886,
-1.3261597156524658,
-0.03745688498020172,
0.5247411131858826,
0.08280929923057556,
-0.6195223927497864,
-0.24377129971981049,
1.1745061874389648,
-0.28030434250831604,
-0.9830009341239929,
0.13854926824569702,
-0.40367984771728516,
-0.08100679516792297,
-0.5512497425079346,
-0.9517436623573303,
0.41905876994132996,
0.0864541307091713,
-0.1970132291316986,
0.3577483594417572,
-0.17960116267204285,
0.5327484011650085,
-0.8346741795539856,
0.1885853111743927,
-0.2219058871269226,
-0.7469980120658875,
-0.23734202980995178,
-0.26044151186943054,
-0.8329949378967285,
0.2938672602176666,
0.500643789768219,
-0.020181838423013687,
-0.07237659394741058,
-0.17299942672252655,
-0.4470886290073395,
-0.5255115628242493,
-0.7082067728042603,
0.2926824986934662,
0.21191918849945068,
-0.5762067437171936,
-0.6137117743492126,
-0.7416523098945618,
-0.041517533361911774,
-0.6438963413238525,
-0.29360145330429077,
-0.10996869951486588,
0.3435620069503784,
-0.5555670857429504,
1.127793788909912,
-0.8707893490791321,
0.3456452488899231,
0.6950035095214844,
0.17253480851650238,
-0.5828191041946411,
-0.1107567846775055,
-1.3101277351379395,
0.3330593705177307,
0.027696745470166206,
0.32319051027297974,
-1.1821531057357788,
0.5320315361022949,
0.9997015595436096,
0.3498915433883667,
-0.3615424335002899,
-0.8975293636322021,
0.2212338000535965,
0.18954046070575714,
-0.5267772078514099,
-0.07331939786672592,
-0.45145946741104126,
0.1905469000339508,
-0.003597681410610676,
0.15858487784862518,
0.2682521939277649,
-0.31778767704963684,
-0.7998771667480469,
0.22109724581241608,
-0.10530764609575272,
-0.01861370913684368,
-0.7445117831230164,
-0.8490336537361145,
-1.6674625873565674,
-0.2322581261396408,
-0.8999066948890686,
-0.08263232558965683,
-0.3199625313282013,
-0.7391951084136963,
-0.0650518387556076,
-0.7450793981552124,
0.012338556349277496,
0.4430420994758606,
-0.14081555604934692,
-0.36431005597114563,
-0.28997036814689636,
-0.6615245938301086,
1.0540642738342285,
0.4905393719673157,
-0.5256124138832092,
-0.16884373128414154,
0.2308730036020279,
-0.23867829144001007,
0.47893020510673523,
0.7941550016403198,
-0.7047247290611267,
-0.40204209089279175,
-0.4582156538963318,
0.9876040816307068,
0.013768976554274559,
0.11437443643808365,
-0.92948317527771,
0.7091712951660156,
0.08312836289405823,
0.23342551290988922,
0.4680795669555664,
0.5997936129570007,
-0.8981772065162659,
-0.26910409331321716,
0.4905361831188202,
-0.9972884058952332,
0.4092997908592224,
0.031095467507839203,
-0.37042486667633057,
-0.006565731018781662,
0.8261290192604065,
0.39196088910102844,
-0.912026047706604,
-0.3490656316280365,
0.2996257245540619,
-1.21237051486969,
0.25708842277526855,
0.05609599128365517,
-0.5326589345932007,
-1.2994822263717651,
-0.001974739134311676,
-0.17529930174350739,
0.4375144839286804,
-0.46503639221191406,
0.650607168674469,
0.7081145644187927,
-1.0428552627563477,
0.24897481501102448,
0.5874996781349182,
-0.10231763869524002,
-0.05515431612730026,
0.44977179169654846,
0.12697817385196686,
-0.40773022174835205,
0.24314795434474945,
-0.21594193577766418,
0.5449681878089905,
-0.3638801872730255,
-0.08487535268068314,
1.330105185508728,
-0.3773620128631592,
-0.21758423745632172,
0.8782370090484619,
-0.08863237500190735,
-0.8840805888175964,
0.3575108051300049,
-0.8644561171531677,
-0.8012205958366394,
-0.5172930359840393,
0.30673256516456604,
0.23682576417922974,
-0.473012775182724,
0.22152908146381378,
-0.29985374212265015,
0.5300834774971008,
-0.1779705286026001,
-0.21950629353523254,
0.49396511912345886,
-0.2461201548576355,
0.3074629604816437,
0.808263897895813,
0.19384928047657013,
-0.9754798412322998,
-1.3137532472610474,
-0.3895397484302521,
-0.3632499575614929,
0.09250718355178833,
0.20206812024116516,
-0.15508617460727692,
-1.0679266452789307,
0.7599536776542664,
1.0797842741012573,
0.4712570905685425,
0.23318883776664734,
-0.17414872348308563,
-0.49032285809516907,
0.7734987139701843,
0.03584694489836693,
-0.8800620436668396,
0.3234267830848694,
0.990111231803894,
1.1521764993667603,
-0.4390140473842621,
0.4204080402851105,
0.117549829185009,
-0.817594587802887,
0.9700334668159485,
0.528885543346405,
-0.7940763235092163,
0.6051710844039917,
-0.48961418867111206,
0.30228832364082336,
0.1399916410446167,
-1.3998609781265259,
-0.4367525279521942,
0.12486051768064499,
0.8122360706329346,
0.25663265585899353,
0.17959968745708466,
0.21892566978931427,
1.12596595287323,
0.34974443912506104,
0.037501998245716095,
0.8956083059310913,
0.4887736737728119,
-0.23821650445461273,
0.25643888115882874,
0.40080833435058594,
0.033120352774858475,
-1.1371067762374878,
0.07104356586933136,
0.03339362144470215,
0.5406999588012695,
0.16349570453166962,
0.49954646825790405,
0.5384185910224915,
-0.0751572698354721,
0.8987180590629578,
-0.2596510350704193,
0.5313516855239868,
-0.16455233097076416,
-0.8182201981544495,
-0.06123683601617813,
-0.7336201071739197,
-0.2104506492614746,
-0.39637717604637146,
-0.18456637859344482,
-0.738453209400177,
-0.3064877986907959,
0.2664951682090759,
0.0873776525259018,
0.2314789891242981,
0.6325509548187256,
0.4293304681777954,
0.5988444089889526,
0.08333785831928253,
-0.5300942659378052,
-0.6555292010307312,
-0.5505399107933044,
-0.14991241693496704,
-0.6027650237083435,
-0.1684703230857849,
-0.28491348028182983,
-0.5027884244918823,
-0.5859771966934204
] |
{"http://arxiv.org/abs/2210.01542v1": 0.9413725137710571, "http://arxiv.org/abs/2210.13435v1": 0.9281185269355774, "http://arxiv.org/abs/2303.11934v1": 0.9249167442321777, "http://arxiv.org/abs/2205.15043v2": 0.9246573448181152, "http://arxiv.org/abs/2210.02157v2": 0.9245254397392273, "http://arxiv.org/abs/2209.10634v2": 0.9243888258934021, "http://arxiv.org/abs/2303.00599v1": 0.9241913557052612, "http://arxiv.org/abs/2304.10466v1": 0.9224520921707153, "http://arxiv.org/abs/2301.11490v3": 0.9222976565361023, "http://arxiv.org/abs/2201.08115v2": 0.9220247864723206}
| 0.941373
| 0.925895
|
http://arxiv.org/abs/2102.10882v3
| 2021-02-22T00:00:00
|
Conditional Positional Encodings for Vision Transformers
|
Xiangxiang Chu; Zhi Tian; Bo Zhang; Xinlong Wang; Chunhua Shen
| "We propose a conditional positional encoding (CPE) scheme for vision Transformers. Unlike previous (...TRUNCATED)
|
cs.CV; cs.AI; cs.LG
| 1
|
ICLR-2023
| [-0.0836898684501648,-0.6185870170593262,0.19620980322360992,-0.5301298499107361,-0.0449054241180419(...TRUNCATED)
| [0.6201993227005005,0.22138410806655884,-0.05666289106011391,0.013244099915027618,-0.195098504424095(...TRUNCATED)
|
{}
| null | null |
http://arxiv.org/abs/2103.01403v3
| 2021-03-02T00:00:00
|
A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics
|
Qing Li; Siyuan Huang; Yining Hong; Yixin Zhu; Ying Nian Wu; Song-Chun Zhu
| "Inspired by humans' exceptional ability to master arithmetic and generalize to new problems, we pre(...TRUNCATED)
|
cs.LG; cs.AI; cs.CV
| 1
|
ICLR-2023
| [-0.4402918815612793,-0.46931028366088867,0.8327910900115967,-0.6764956712722778,0.33663028478622437(...TRUNCATED)
| [0.1770109236240387,0.49474531412124634,-0.012065744958817959,-0.6595368981361389,0.2432122379541397(...TRUNCATED)
|
{}
| null | null |
http://arxiv.org/abs/2105.03692v4
| 2021-05-08T00:00:00
|
Incompatibility Clustering as a Defense Against Backdoor Poisoning Attacks
|
Charles Jin; Melinda Sun; Martin Rinard
| "We propose a novel clustering mechanism based on an incompatibility property between subsets of dat(...TRUNCATED)
|
cs.LG; cs.CR; stat.ML
| 1
|
ICLR-2023
| [-0.37018436193466187,-1.4452083110809326,-0.31904152035713196,-0.45182371139526367,-0.1214764565229(...TRUNCATED)
| [-0.516154944896698,-0.31915998458862305,-0.5338889956474304,0.39147329330444336,-0.2601101398468017(...TRUNCATED)
|
{}
| null | null |
http://arxiv.org/abs/2105.14559v3
| 2021-05-30T00:00:00
|
Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle
|
Jae Oh Woo
| "Acquiring labeled data is challenging in many machine learning applications with limited budgets. A(...TRUNCATED)
|
cs.LG; stat.ML
| 1
|
ICLR-2023
| [-0.34924548864364624,-0.8688428997993469,0.09013675153255463,-0.8125857710838318,-0.209998384118080(...TRUNCATED)
| [0.19341912865638733,1.2231199741363525,-1.0490398406982422,-0.12455292791128159,-0.4252555370330810(...TRUNCATED)
|
{}
| null | null |
End of preview. Expand
in Data Studio
README.md exists but content is empty.
- Downloads last month
- 10