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Collections including paper arxiv:2508.17445

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Bugai's Collection

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Paper • 2508.20751 • Published Aug 28 • 89
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24 • 80
VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space

Paper • 2508.19247 • Published Aug 26 • 41
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26 • 123

Reasoning Papers

Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization

Paper • 2508.07629 • Published Aug 11 • 41
Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning

Paper • 2508.07101 • Published Aug 9 • 13
Compressing Chain-of-Thought in LLMs via Step Entropy

Paper • 2508.03346 • Published Aug 5 • 7
Train Long, Think Short: Curriculum Learning for Efficient Reasoning

Paper • 2508.08940 • Published Aug 12 • 26

about 11 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 249 • 96
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment

Paper • 2410.13785 • Published Oct 17, 2024 • 19
Aligning Large Language Models via Self-Steering Optimization

Paper • 2410.17131 • Published Oct 22, 2024 • 24
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 51
SemiEvol: Semi-supervised Fine-tuning for LLM Adaptation

Paper • 2410.14745 • Published Oct 17, 2024 • 47

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24 • 80
m-a-p/TreePO-Qwen2.5-7B

Text Generation • 8B • Updated 19 days ago • 77 • 2
m-a-p/TreePO_data

Viewer • Updated 19 days ago • 3.12k • 89
m-a-p/TreePO-Qwen2.5-7B_fixed-div

8B • Updated Aug 31 • 63

🌀 Bytedance Papers

Seed-Coder: Let the Code Model Curate Data for Itself

Paper • 2506.03524 • Published Jun 4 • 6
Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning

Paper • 2504.13914 • Published Apr 10 • 4
FlowTok: Flowing Seamlessly Across Text and Image Tokens

Paper • 2503.10772 • Published Mar 13 • 19
UVE: Are MLLMs Unified Evaluators for AI-Generated Videos?

Paper • 2503.09949 • Published Mar 13 • 5

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31 • 1

AI Paper of the Day

A collection of papers that I think are interesting, one added each day

about 6 hours ago

Can Large Language Models Understand Context?

Paper • 2402.00858 • Published Feb 1, 2024 • 23
OLMo: Accelerating the Science of Language Models

Paper • 2402.00838 • Published Feb 1, 2024 • 84
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 151
SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity

Paper • 2401.17072 • Published Jan 30, 2024 • 25

RL+reason model

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 123
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 4

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25 • 75

Bugai's Collection

Pref-GRPO: Pairwise Preference Reward-based GRPO for Stable Text-to-Image Reinforcement Learning

Paper • 2508.20751 • Published Aug 28 • 89
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24 • 80
VoxHammer: Training-Free Precise and Coherent 3D Editing in Native 3D Space

Paper • 2508.19247 • Published Aug 26 • 41
VibeVoice Technical Report

Paper • 2508.19205 • Published Aug 26 • 123

TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling

Paper • 2508.17445 • Published Aug 24 • 80
m-a-p/TreePO-Qwen2.5-7B

Text Generation • 8B • Updated 19 days ago • 77 • 2
m-a-p/TreePO_data

Viewer • Updated 19 days ago • 3.12k • 89
m-a-p/TreePO-Qwen2.5-7B_fixed-div

8B • Updated Aug 31 • 63

Reasoning Papers

Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization

Paper • 2508.07629 • Published Aug 11 • 41
Less Is More: Training-Free Sparse Attention with Global Locality for Efficient Reasoning

Paper • 2508.07101 • Published Aug 9 • 13
Compressing Chain-of-Thought in LLMs via Step Entropy

Paper • 2508.03346 • Published Aug 5 • 7
Train Long, Think Short: Curriculum Learning for Efficient Reasoning

Paper • 2508.08940 • Published Aug 12 • 26

🌀 Bytedance Papers

Seed-Coder: Let the Code Model Curate Data for Itself

Paper • 2506.03524 • Published Jun 4 • 6
Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning

Paper • 2504.13914 • Published Apr 10 • 4
FlowTok: Flowing Seamlessly Across Text and Image Tokens

Paper • 2503.10772 • Published Mar 13 • 19
UVE: Are MLLMs Unified Evaluators for AI-Generated Videos?

Paper • 2503.09949 • Published Mar 13 • 5

about 11 hours ago

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8 • 249 • 96
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23 • 88

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31 • 1

PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment

Paper • 2410.13785 • Published Oct 17, 2024 • 19
Aligning Large Language Models via Self-Steering Optimization

Paper • 2410.17131 • Published Oct 22, 2024 • 24
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 51
SemiEvol: Semi-supervised Fine-tuning for LLM Adaptation

Paper • 2410.14745 • Published Oct 17, 2024 • 47

AI Paper of the Day

A collection of papers that I think are interesting, one added each day

about 6 hours ago

Can Large Language Models Understand Context?

Paper • 2402.00858 • Published Feb 1, 2024 • 23
OLMo: Accelerating the Science of Language Models

Paper • 2402.00838 • Published Feb 1, 2024 • 84
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 151
SemScore: Automated Evaluation of Instruction-Tuned LLMs based on Semantic Textual Similarity

Paper • 2401.17072 • Published Jan 30, 2024 • 25

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