| 2025 | ICML | TAROT: Targeted Data Selection via Optimal Transport. | Lan Feng, Fan Nie, Yuejiang Liu, Alexandre Alahi |
| 2025 | ICML | FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees. | Fan Nie, Xiaotian Hou, Shuhang Lin, James Zou, Huaxiu Yao, Linjun Zhang |
| 2025 | ICRA | Generalizing Motion Planners with Mixture of Experts for Autonomous Driving. | Qiao Sun, Huimin Wang, Jiahao Zhan, Fan Nie, Xin Wen, Leimeng Xu, Kun Zhan, Peng Jia, Xianpeng Lang, Hang Zhao |
| 2024 | CoRL | Uncertainty-Aware Decision Transformer for Stochastic Driving Environments. | Zenan Li, Fan Nie, Qiao Sun, Fang Da, Hang Zhao |
| 2024 | ICML | Learning Divergence Fields for Shift-Robust Graph Representations. | Qitian Wu, Fan Nie, Chenxiao Yang, Junchi Yan |
| 2024 | ICRA | Boosting Offline Reinforcement Learning for Autonomous Driving with Hierarchical Latent Skills. | Zenan Li, Fan Nie, Qiao Sun, Fang Da, Hang Zhao |
| 2024 | WWW | Graph Out-of-Distribution Generalization via Causal Intervention. | Qitian Wu, Fan Nie, Chenxiao Yang, Tianyi Bao, Junchi Yan |