2026 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 2025 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 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 (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 2024 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 IMA, to appear (2026+) IMS Lawrence D. Brown Ph.D. Award arXiv Code IMS Lawrence D. Brown Ph.D. Award 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 Conformal Prediction: A Data Perspective Xiaofan Zhou, Baiting Chen, Yu Gui, and Lu Cheng ACM Computing Surveys (2025) arXiv 2023 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 Conformalized survival analysis with adaptive cut-offs Yu Gui*, Rohan Hore*, Zhimei Ren*, and Rina Foygel Barber Biometrika (2023) arXiv HTML 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 2020 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
IndiSeek learns information-guided disentangled representationsarXiv preprint arXiv:2509.21584, 2025
