Proxsarah: An efficient algorithmic framework for stochastic composite nonconvex optimizationNhan H. PhamLam Nguyenet al.2020JMLR
Tight dimension independent lower bound on the expected convergence rate for diminishing step sizes in sgdPhuong Ha NguyenLam Nguyenet al.2019NeurIPS 2019
Proven: Verifying robustness of neural networks with a probabilistic approachTsui Wei WengPin-Yu Chenet al.2019ICML 2019
Characterization of convex objective functions and optimal expected convergence rates for SGDMarten van DijkLam Nguyenet al.2019ICML 2019
ChieF: A Change Pattern based Interpretable Failure AnalyzerDhaval PatelLam Nguyenet al.2018Big Data 2018
SGD and Hogwild! Convergence without the bounded gradients assumptionLam NguyenPhuong Ha Nguyenet al.2018ICML 2018