Efficient Distributionally Robust Learning via Unbiased Gradient EstimationSoumyadip GhoshMark Squillante2022MDS 2022
On Quantum Algorithms for Random Walks in the Nonnegative Quarter PlaneVasileios KalantzisMark Squillanteet al.2022SIGMETRICS 2022
A Class of Geometric Structures in Transfer Learning: Minimax Bounds and OptimalityXuhui ZhangJose Blanchetet al.2022AISTATS 2022
Efficient Generalization with Distributionally Robust LearningSoumyadip GhoshMark Squillanteet al.2021NeurIPS 2021
Solving sparse linear systems with approximate inverse preconditioners on analog devicesVasileios KalantzisAnshul Guptaet al.2021HPEC 2021
A General Family of Robust Stochastic Operators for Reinforcement LearningYingdong LuMark Squillanteet al.2019arXiv
Bounded-Velocity Stochastic Control for Dynamic Resource AllocationXuefeng GaoYingdong Luet al.2018arXiv