Research

Publications

[4] "On Partial Optimal Transport: Duality, Gradient Methods and Infeasibility of Sinkhorn".

Duc Anh Nguyen, Dung Tuan Nguyen, Quang Minh Nguyen, Hoang Huy Nguyen, Lam Minh Nguyen, Kim Chuan Toh

Proceedings of the AAAI Conference on Artificial Intelligence 2024

[3] "Stochastic Constrained Decentralized Optimization for Machine Learning with Fewer Data Oracles: a Gradient Sliding Approach".

Hoang Huy Nguyen, Yan Li, Tuo Zhao

Technical report.

[2] "Stochastic Approximation for Nonlinear Discrete Stochastic Control: Finite-Sample Bounds".

Hoang Huy Nguyen, Siva Theja Maguluri

IEEE CDC 2023. In submission to IEEE TAC.

[1] "On Unbalanced Optimal Transport: Gradient Methods, Sparsity, and Approximation Error".

Quang Minh Nguyen, Hoang Huy Nguyen, Lam Minh Nguyen, Yi Zhou

Journal of Machine Learning Research, (JMLR), 2023