Preprints Selective inference Adaptive discovery of effect modification in matched observational studies Yu Gui, Dylan S Small, and Zhimei Ren arXiv preprint arXiv:2605.09741, 2026 arXiv Code Selective inference ACS: An interactive framework for conformal selection Yu Gui*, Ying Jin*, Yash Nair*, and Zhimei Ren* arXiv preprint arXiv:2507.15825, 2025 arXiv Code (Multi-modal) AI/ML IndiSeek learns information-guided disentangled representations Yu Gui, Cong Ma, and Zongming Ma arXiv preprint arXiv:2509.21584, 2025 arXiv Distribution-free UQ Statistical Equilibrium of Optimistic Beliefs Yu Gui, and Bahar Taşkesen arXiv preprint arXiv:2502.09569, 2025 arXiv Code (Multi-modal) AI/ML Unraveling Projection Heads in Contrastive Learning: Insights from Expansion and Shrinkage Yu Gui, Cong Ma, and Yiqiao Zhong arXiv preprint arXiv:2306.03335, 2023 IMS Hannan Graduate Student Travel Award arXiv Poster IMS Hannan Graduate Student Travel Award Publications Distribution-free UQ Distributionally robust risk evaluation with an isotonic constraint Yu Gui, Rina Foygel Barber, and Cong Ma Information and Inference: A Journal of the IMA, 2026 IMS Lawrence D. Brown Ph.D. Award arXiv HTML Code IMS Lawrence D. Brown Ph.D. Award (Multi-modal) AI/ML Multi-modal contrastive learning adapts to intrinsic dimensions of shared latent variables Yu Gui, Cong Ma, and Zongming Ma Advances in Neural Information Processing Systems (NeurIPS), 2025 arXiv Code Poster Distribution-free UQ Conformalized survival analysis with adaptive cut-offs Yu Gui*, Rohan Hore*, Zhimei Ren*, and Rina Foygel Barber Biometrika, 2024 arXiv HTML Code Selective inference Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui*, Ying Jin*, and Zhimei Ren* Advances in Neural Information Processing Systems (NeurIPS), 2024 arXiv Code Poster Distribution-free UQ Conformalized matrix completion Yu Gui, Rina Barber, and Cong Ma Advances in Neural Information Processing Systems (NeurIPS), 2023 ICSDS travel award arXiv HTML Code Poster ICSDS travel award Distribution-free UQ Conformal Prediction: A Data Perspective Xiaofan Zhou, Baiting Chen, Yu Gui, and Lu Cheng ACM Computing Surveys, 2025 arXiv Selective inference NGM: Neural Gaussian Mirror for Controlled Feature Selection in Neural Networks Xin Xing*, Yu Gui*, Chenguang Dai, and Jun S Liu In 2020 19th IEEE International Conference on Machine Learning and Applications , 2020 arXiv HTML * = alphabetical ordering or equal contribution