Mingyu Chen

Accelerating RL for LLM Reasoning with Optimal Advantage Regression

Avoiding exp(R) scaling in RLHF through Preference-based Exploration

State-free Reinforcement Learning

Improved Algorithms for Adversarial Multi-armed Bandit with Unbounded Losses