Publications

  1. Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation
    Jiayi Huang, Han Zhong, Liwei Wang, Lin F. Yang
    AISTATS 2024 [Arxiv] [Code]

  2. Tackling Heavy-Tailed Rewards in Reinforcement Learning with Function Approximation: Minimax Optimal and Instance-Dependent Regret Bounds
    Jiayi Huang, Han Zhong, Liwei Wang, Lin F. Yang
    NeurIPS 2023 [Arxiv] [Code]

  3. Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs
    Han Zhong, Jiayi Huang, Lin F. Yang, Liwei Wang
    NeurIPS 2021 [Arxiv] [Code]