| 2025 | ICML | Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging. | Shiqi Chen, Jinghan Zhang, Tongyao Zhu, Wei Liu, Siyang Gao, Miao Xiong, Manling Li, Junxian He |
| 2025 | ICML | Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas. | Shiqi Chen, Tongyao Zhu, Ruochen Zhou, Jinghan Zhang, Siyang Gao, Juan Carlos Niebles, Mor Geva, Junxian He, Jiajun Wu, Manling Li |
| 2025 | WSC | Stopping Rules for Sampling in Precision Medicine. | Mingrui Ding, Siyang Gao, Qiuhong Zhao |
| 2025 | WSC | Revisiting an Open Question in Ranking and Selection under Unknown Variances. | Jianzhong Du, Siyang Gao, Ilya O. Ryzhov |
| 2024 | ICML | In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation. | Shiqi Chen, Miao Xiong, Junteng Liu, Zhengxuan Wu, Teng Xiao, Siyang Gao, Junxian He |
| 2022 | ICML | On the Finite-Time Performance of the Knowledge Gradient Algorithm. | Yanwen Li, Siyang Gao |
| 2021 | WSC | Contextual Ranking and Selection with Gaussian Processes. | Sait Cakmak, Enlu Zhou, Siyang Gao |
| 2021 | WSC | On the Convergence of Optimal Computing Budget Allocation Algorithms. | Yanwen Li, Siyang Gao |
| 2019 | WSC | Rate Analysis For Offline Simulation Online Application. | Siyang Gao, Cheng Li, Jianzhong Du |
| 2017 | WSC | A multi-objective perspective on robust ranking and selection. | Weizhi Liu, Siyang Gao, Loo Hay Lee |
| 2016 | WSC | Optimal computing budget allocation with exponential underlying distribution. | Fei Gao, Siyang Gao |
| 2016 | WSC | Optimal computing budget allocation with input uncertainty. | Siyang Gao, Hui Xiao, Enlu Zhou, Weiwei Chen |
| 2015 | WSC | A note on the subset selection for simulation optimization. | Siyang Gao, Weiwei Chen |
| 2014 | WSC | An optimal opportunity cost selection procedure for a fixed number of designs. | Siyang Gao, Leyuan Shi |