Yury Panikov

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commented 2 papers 3 days ago

Every Step Evolves: Scaling Reinforcement Learning for Trillion-Scale Thinking Model

Paper • 2510.18855 • Published 13 days ago • 62 •

3

The Principles of Diffusion Models

Paper • 2510.21890 • Published 10 days ago • 45 •

2

commented 2 papers 4 days ago

AgentFold: Long-Horizon Web Agents with Proactive Context Management

Paper • 2510.24699 • Published 6 days ago • 63 •

4

Tongyi DeepResearch Technical Report

Paper • 2510.24701 • Published 6 days ago • 86 •

4

commented a paper 5 days ago

Multi-Agent Evolve: LLM Self-Improve through Co-evolution

Paper • 2510.23595 • Published 7 days ago • 8 •

2

commented 5 papers 12 days ago

Robust Layerwise Scaling Rules by Proper Weight Decay Tuning

Paper • 2510.15262 • Published 17 days ago • 5 •

3

Build Your Personalized Research Group: A Multiagent Framework for Continual and Interactive Science Automation

Paper • 2510.15624 • Published 17 days ago • 14 •

5

Foundation Models for Scientific Discovery: From Paradigm Enhancement to Paradigm Transition

Paper • 2510.15280 • Published 17 days ago • 14 •

4

A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning

Paper • 2510.12838 • Published 21 days ago • 22 •

3

A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning

Paper • 2510.15444 • Published 17 days ago • 144 •

6

commented a paper 15 days ago

Rethinking JEPA: Compute-Efficient Video SSL with Frozen Teachers

Paper • 2509.24317 • Published Sep 29 • 8 •

2

commented 7 papers about 1 month ago

Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25 • 88 •

3

MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources

Paper • 2509.21268 • Published Sep 25 • 101 •

3

ARE: Scaling Up Agent Environments and Evaluations

Paper • 2509.17158 • Published Sep 21 • 34 •

4

OnePiece: Bringing Context Engineering and Reasoning to Industrial Cascade Ranking System

Paper • 2509.18091 • Published Sep 22 • 33 •

3

LIMI: Less is More for Agency

Paper • 2509.17567 • Published Sep 22 • 100 •

5

Qwen3-Omni Technical Report

Paper • 2509.17765 • Published Sep 22 • 133 •

5

SAIL-VL2 Technical Report

Paper • 2509.14033 • Published Sep 17 • 44 •

3

commented 2 papers about 2 months ago

Single-stream Policy Optimization

Paper • 2509.13232 • Published Sep 16 • 33 •

3

ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization

Paper • 2509.13313 • Published Sep 16 • 78 •

5