Efficient Generalization with Distributionally Robust LearningSoumyadip GhoshMark Squillanteet al.2021NeurIPS 2021
On Representations of Mean-Field Variational InferenceSoumyadip GhoshYingdong Luet al.2023NeurIPS 2023
Efficient Distributionally Robust Learning via Unbiased Gradient EstimationSoumyadip GhoshMark Squillante2022MDS 2022
A Class of Geometric Structures in Transfer Learning: Minimax Bounds and OptimalityXuhui ZhangJose Blanchetet al.2022AISTATS 2022
Distributionally Robust Optimization for Input Model Uncertainty in Simulation-based Decision MakingSoumyadip GhoshMark Squillante2022INFORMS 2022