Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle. - Shaocong Ma; Yi Zhou 017 (ICML, 2020)

Variance-Reduced Off-Policy TDC Learning: Non-Asymptotic Convergence Analysis. - Shaocong Ma; Yi Zhou 017; Shaofeng Zou (NeurIPS, 2020)

Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved Complexity. - Shaocong Ma; Ziyi Chen 002; Yi Zhou 017; Shaofeng Zou (ICLR, 2021)

Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game. - Ziyi Chen 002; Shaocong Ma; Yi Zhou 017 (ICLR, 2022)

Accelerated Proximal Alternating Gradient-Descent-Ascent for Nonconvex Minimax Machine Learning. - Ziyi Chen 002; Shaocong Ma; Yi Zhou 017 (ISIT, 2022)

Finding Correlated Equilibrium of Constrained Markov Game: A Primal-Dual Approach. - Ziyi Chen 002; Shaocong Ma; Yi Zhou 017 (NeurIPS, 2022)

Data sampling affects the complexity of online SGD over dependent data. - Shaocong Ma; Ziyi Chen 002; Yi Zhou 017; Kaiyi Ji; Yingbin Liang (UAI, 2022)

Decentralized Robust V-learning for Solving Markov Games with Model Uncertainty. - Shaocong Ma; Ziyi Chen 002; Shaofeng Zou; Yi Zhou 017 (J. Mach. Learn. Res., 2023)

End-to-End Mesh Optimization of a Hybrid Deep Learning Black-Box PDE Solver. - Shaocong Ma; James Diffenderfer; Bhavya Kailkhura; Yi Zhou 017 (CoRR, 2024)

Stochastic Optimization Methods for Policy Evaluation in Reinforcement Learning. - Yi Zhou; Shaocong Ma (Found. Trends Optim., 2024)

Time-Critical Cooperative Delivery with Unknown Demands. - Shaobin Chen; Shaocong Ma; Liang Wang 006; Xianping Tao; Hao Hu 001 (CSCWD, 2025)

Revisiting Zeroth-Order Optimization: Minimum-Variance Two-Point Estimators and Directionally Aligned Perturbations. - Shaocong Ma; Heng Huang (ICLR, 2025)

Rectified Robust Policy Optimization for Model-Uncertain Constrained Reinforcement Learning without Strong Duality. - Shaocong Ma; Ziyi Chen 002; Yi Zhou 017; Heng Huang (Trans. Mach. Learn. Res., 2025)

Deep learning of PDE correction and mesh adaption without automatic differentiation. - Shaocong Ma; James Diffenderfer; Bhavya Kailkhura; Yi Zhou 017 (Mach. Learn., 2025)