Decoupling Learning and Decision-Making: Breaking the O(T) Barrier in Online Resource Allocation with First-Order Methods. - Wenzhi Gao; Chunlin Sun; Chenyu Xue 001; Yinyu Ye 001 (ICML, 2024)

A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes. - Zhenwei Lin; Chenyu Xue 001; Qi Deng; Yinyu Ye 001 (ICML, 2024)

A Homogenization Approach for Gradient-Dominated Stochastic Optimization. - Jiyuan Tan; Chenyu Xue 001; Chuwen Zhang; Qi Deng; Dongdong Ge; Yinyu Ye 001 (UAI, 2024)

An Enhanced Alternating Direction Method of Multipliers-Based Interior Point Method for Linear and Conic Optimization. - Qi Deng; Qing Feng; Wenzhi Gao; Dongdong Ge; Bo Jiang 007; Yuntian Jiang; Jingsong Liu; Tianhao Liu; Chenyu Xue 001; Yinyu Ye 001; Chuwen Zhang (INFORMS J. Comput., 2025)

Beyond O(√T) Regret: Decoupling Learning and Decision-making in Online Linear Programming. - Wenzhi Gao; Dongdong Ge; Chenyu Xue 001; Chunlin Sun; Yinyu Ye 001 (CoRR, 2025)