Ghosh, Soumyadip

4 publications

AISTATS 2022 A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality Xuhui Zhang, Jose Blanchet, Soumyadip Ghosh, Mark S. Squillante

NeurIPS 2021 Efficient Generalization with Distributionally Robust Learning Soumyadip Ghosh, Mark Squillante, Ebisa Wollega

NeurIPS 2020 Quantifying the Empirical Wasserstein Distance to a Set of Measures: Beating the Curse of Dimensionality Nian Si, Jose Blanchet, Soumyadip Ghosh, Mark Squillante

AISTATS 2018 Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-Offs in Distributed SGD Sanghamitra Dutta, Gauri Joshi, Soumyadip Ghosh, Parijat Dube, Priya Nagpurkar