Fast Linear Solvers via AI-Tuned Markov Chain Monte Carlo-based Matrix InversionAnton LebedevWinkyung Leeet al.2025SC 2025
Hamiltonian Monte Carlo with Asymmetrical Momentum DistributionsSoumyadip GhoshYingdong Luet al.2025Physica D: Nonlinear Phenomena
Power iteration with probabilistic updates for systems with heterogeneous performanceSoumyadip GhoshLior Horeshet al.2025HPEC 2025
Optimal Transport on structured data for improved classification of host health from omics dataNandini GadhiaMichail Smyrnakiset al.2025ISMB 2025
On Representations of Mean-Field Variational InferenceSoumyadip GhoshYingdong Luet al.2023NeurIPS 2023
Distributionally Robust Optimization for Input Model Uncertainty in Simulation-based Decision MakingSoumyadip GhoshMark Squillante2022INFORMS 2022
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
Efficient Generalization with Distributionally Robust LearningSoumyadip GhoshMark Squillanteet al.2021NeurIPS 2021