| 2025 | ICDM | GenEvalRefinEx: Architecture for Streamlining GenAI Efforts. | Rutuja Vaidya, Soumyadip Ghosh, Vaishali Paithankar Sadaphal |
| 2025 | WSC | A Simulation Optimization Approach to Optimal Experimental Design for Symbolic Discovery. | Kenneth L. Clarkson, Soumyadip Ghosh, Joao P. Goncalves, Rik Sengupta, Mark S. Squillante, Dmitry Zubarev |
| 2025 | WSC | Simulation Optimization 2050 and Beyond. | Soumyadip Ghosh, Peter J. Haas, L. Jeff Hong, Jonathan Ozik, Benjamin G. Thengvall |
| 2025 | SC | Fast Linear Solvers via AI-Tuned Markov Chain Monte Carlo-based Matrix Inversion. | Anton Lebedev, Won Kyung Lee, Soumyadip Ghosh, Olha Ivanyshyn Yaman, Vassilis Kalantzis, Yingdong Lu, Tomasz Nowicki, Shashanka Ubaru, Lior Horesh, Vassil Alexandrov |
| 2022 | AISTATS | A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality. | Xuhui Zhang, Jos H. Blanchet, Soumyadip Ghosh, Mark S. Squillante |
| 2022 | WSC | Distributionally Robust Optimization for Input Model Uncertainty in Simulation-Based Decision Making. | Soumyadip Ghosh, Mark S. Squillante |
| 2021 | WSC | On Solving Distributionally Robust Optimization Formulations Efficiently. | Soumyadip Ghosh, Mark S. Squillante, Ebisa D. Wollega |
| 2020 | SC | EventGraD: Event-Triggered Communication in Parallel Stochastic Gradient Descent. | Soumyadip Ghosh, Vijay Gupta |
| 2018 | AISTATS | 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 |
| 2016 | WSC | Accelerating splitting algorithms for power grid reliability estimation. | Wander S. Wadman, Mark S. Squillante, Soumyadip Ghosh |
| 2016 | WSC | Bi-level stochastic approximation for joint optimization of hydroelectric dispatch and spot-market operations. | Ebisa D. Wollega, Soumyadip Ghosh, Mark S. Squillante |
| 2015 | WSC | Mirror descent stochastic approximation for computing worst-case stochastic input models. | Soumyadip Ghosh, Henry Lam |
| 2014 | WSC | On adaptive sampling rules for stochastic recursions. | Fatemeh Sadat Hashemi, Soumyadip Ghosh, Raghu Pasupathy |
| 2013 | WSC | A two-phase approach for stochastic optimization of complex business processes. | Soumyadip Ghosh, Aliza R. Heching, Mark S. Squillante |
| 2013 | WSC | Low-storage online estimators for quantiles and densities. | Soumyadip Ghosh, Raghu Pasupathy |
| 2013 | WSC | Iterative methods for robust estimation under bivariate distributional uncertainty. | Henry Lam, Soumyadip Ghosh |
| 2012 | WSC | Optimal scenario tree reductions for the stochastic unit commitment problem. | Ali Koc, Soumyadip Ghosh |
| 2011 | WSC | On interior-point based retrospective approximation methods for solving two-stage stochastic linear programs. | Soumyadip Ghosh, Raghu Pasupathy |
| 2011 | WSC | A two-stage non-linear program for optimal electrical grid power balance under uncertainty. | Dzung T. Phan, Soumyadip Ghosh |
| 2009 | WSC | Simulating Distribution of Emergency Relief Supplies for Disaster Response Operations. | Young M. Lee, Soumyadip Ghosh, Markus Ettl |
| 2008 | WSC | A rate result for simulation optimization with conditional value-at-risk constraints. | Soumyadip Ghosh |
| 2006 | WSC | Computing worst-case tail probabilities in credit risk. | Soumyadip Ghosh, Sandeep Juneja |
| 2005 | WSC | Performance analysis of a configured to order business with a variable product configuration recipe. | Soumyadip Ghosh, Tom Ervolina, Young M. Lee, Barun Gupta |
| 2004 | WSC | Dependence Modeling for Stochastic Simulation. | Bahar Biller, Soumyadip Ghosh |
| 2002 | WSC | Advanced input modeling: properties of the NORTA method in higher dimensions. | Soumyadip Ghosh, Shane G. Henderson |
| 2001 | WSC | Chessboard distributions. | Soumyadip Ghosh, Shane G. Henderson |