Xiao Liang

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authored a paper 26 days ago

Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR

Paper • 2509.23808 • Published 28 days ago • 47

authored a paper 2 months ago

Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR

Paper • 2508.14029 • Published Aug 19 • 118

authored 3 papers 4 months ago

TL;DR: Too Long, Do Re-weighting for Effcient LLM Reasoning Compression

Paper • 2506.02678 • Published Jun 3 • 5

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Paper • 2506.14245 • Published Jun 17 • 42

SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning

Paper • 2506.08989 • Published Jun 10 • 14