MAGI-X: Manifold-Constrained Gaussian Process Inference for Unknown System Dynamics. - Chaofan Huang; Simin Ma; Shihao Yang 002 (CoRR, 2021)

Model-Free Lens Distortion Correction Based on Phase Analysis of Fringe-Patterns. - Jiawen Weng; Weishuai Zhou; Simin Ma; Pan Qi; Jingang Zhong (Sensors, 2021)

COVID-19 and Influenza Joint Forecasts Using Internet Search Information in the United States. - Simin Ma; Shaoyang Ning; Shihao Yang 002 (CoRR, 2022)

COVID-19 Hospitalizations Forecasts Using Internet Search Data. - Tao Wang; Simin Ma; Soobin Baek; Shihao Yang 002 (CoRR, 2022)

Global sensitivity analysis via a statistical tolerance approach. - Stewart Curry; Ilbin Lee; Simin Ma; Nicoleta Serban (Eur. J. Oper. Res., 2022)

Deep Attention Q-Network for Personalized Treatment Recommendation. - Simin Ma; Junghwan Lee; Nicoleta Serban; Shihao Yang 002 (ICDM (Workshops), 2023)

Machine Learning Methods for Decision Making Inference in Healthcare. - Simin Ma (2023)

Inverse Probability of Treatment Weighting with Deep Sequence Models Enables Accurate treatment effect Estimation from Electronic Health Records. - Junghwan Lee; Simin Ma; Nicoleta Serban; Shihao Yang 002 (CoRR, 2024)

Learning Hidden Markov Models with Structured Transition Dynamics. - Simin Ma; Amin Dehghanian; Gian-Gabriel P. Garcia; Nicoleta Serban (INFORMS J. Comput., 2025)

Taming SQL Complexity: LLM-Based Equivalence Evaluation for Text-to-SQL. - Qingyun Zeng; Simin Ma; Arash Niknafs; Ashish Basran; Carol Szabo (CoRR, 2025)

LiveMCP-101: Stress Testing and Diagnosing MCP-enabled Agents on Challenging Queries. - Ming Yin; Dinghan Shen; Silei Xu; Jianbing Han; Sixun Dong; Mian Zhang; Yebowen Hu; Shujian Liu; Simin Ma; Song Wang; Sathish Reddy Indurthi; Xun Wang; et al. (CoRR, 2025)