Zikun Li

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upvoted 5 papers about 2 hours ago

Self-Distillation Enables Continual Learning

Paper • 2601.19897 • Published 3 days ago • 12

Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning

Paper • 2601.19280 • Published 3 days ago • 6

Reinforcement Learning via Self-Distillation

Paper • 2601.20802 • Published 1 day ago • 14

Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation

Paper • 2601.20614 • Published 1 day ago • 103

Advancing Open-source World Models

Paper • 2601.20540 • Published 2 days ago • 79

upvoted 2 papers 7 days ago

Agentic Reasoning for Large Language Models

Paper • 2601.12538 • Published 12 days ago • 182

InT: Self-Proposed Interventions Enable Credit Assignment in LLM Reasoning

Paper • 2601.14209 • Published 10 days ago • 5

upvoted 3 papers 9 days ago

Your Group-Relative Advantage Is Biased

Paper • 2601.08521 • Published 17 days ago • 146

NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems

Paper • 2601.11004 • Published 14 days ago • 30

Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge

Paper • 2601.08808 • Published 17 days ago • 38

upvoted 3 papers 13 days ago

Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning

Paper • 2601.07641 • Published 18 days ago • 46

Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning

Paper • 2601.09667 • Published 16 days ago • 84

Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs

Paper • 2601.08763 • Published 17 days ago • 143

upvoted 2 papers 14 days ago

ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

Paper • 2601.06487 • Published 20 days ago • 52

Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning

Paper • 2601.09088 • Published 16 days ago • 59

upvoted 5 papers 16 days ago

OpenTinker: Separating Concerns in Agentic Reinforcement Learning

Paper • 2601.07376 • Published 18 days ago • 6

Dr. Zero: Self-Evolving Search Agents without Training Data

Paper • 2601.07055 • Published 18 days ago • 20

GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts

Paper • 2601.05110 • Published 22 days ago • 29

MegaFlow: Large-Scale Distributed Orchestration System for the Agentic Era

Paper • 2601.07526 • Published 18 days ago • 23

BabyVision: Visual Reasoning Beyond Language

Paper • 2601.06521 • Published 20 days ago • 192