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
Polynomial convergence of iterations of certain random operators in Hilbert spaceSoumyadip GhoshYingdong Luet al.2024Journal of Applied Analysis
Distributionally Robust Optimization for Input Model Uncertainty in Simulation-based Decision MakingSoumyadip GhoshMark Squillante2022INFORMS 2022