Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs. - Han Zhong 001; Jiayi Huang 002; Lin Yang 011; Liwei Wang 001 (NeurIPS, 2021)

Tackling Heavy-Tailed Rewards in Reinforcement Learning with Function Approximation: Minimax Optimal and Instance-Dependent Regret Bounds. - Jiayi Huang 002; Han Zhong 001; Liwei Wang 001; Lin Yang 011 (NeurIPS, 2023)

Horizon-Free and Instance-Dependent Regret Bounds for Reinforcement Learning with General Function Approximation. - Jiayi Huang 002; Han Zhong 001; Liwei Wang 001; Lin Yang 011 (AISTATS, 2024)