| 2025 | ACL | Uncertainty Propagation on LLM Agent. | Qiwei Zhao, Dong Li, Yanchi Liu, Wei Cheng, Yiyou Sun, Mika Oishi, Takao Osaki, Katsushi Matsuda, Huaxiu Yao, Chen Zhao, Haifeng Chen, Xujiang Zhao |
| 2025 | CVPR | Where's the Liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content. | Haoyue Bai, Yiyou Sun, Wei Cheng, Haifeng Chen |
| 2025 | ICLR | SFS: Smarter Code Space Search improves LLM Inference Scaling. | Jonathan Light, Yue Wu, Yiyou Sun, Wenchao Yu, Yanchi Liu, Xujiang Zhao, Ziniu Hu, Haifeng Chen, Wei Cheng |
| 2025 | ICLR | Chain-of-region: Visual Language Models Need Details for Diagram Analysis. | Xue Li, Yiyou Sun, Wei Cheng, Yinglun Zhu, Haifeng Chen |
| 2024 | AAAI | How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? | Soumya Suvra Ghosal, Yiyou Sun, Yixuan Li |
| 2024 | ICML | When and How Does In-Distribution Label Help Out-of-Distribution Detection? | Xuefeng Du, Yiyou Sun, Yixuan Li |
| 2024 | ICML | DFA-RAG: Conversational Semantic Router for Large Language Model with Definite Finite Automaton. | Yiyou Sun, Junjie Hu, Wei Cheng, Haifeng Chen |
| 2024 | MICCAI | Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality Collaboration. | Xiaogen Zhon, Yiyou Sun, Min Deng, Winnie Chiu Wing Chu, Qi Dou |
| 2024 | NAACL | Uncertainty Quantification for In-Context Learning of Large Language Models. | Chen Ling, Xujiang Zhao, Xuchao Zhang, Wei Cheng, Yanchi Liu, Yiyou Sun, Mika Oishi, Takao Osaki, Katsushi Matsuda, Jie Ji, Guangji Bai, Liang Zhao, Haifeng Chen |
| 2023 | CVPR | Rethinking Domain Generalization for Face Anti-spoofing: Separability and Alignment. | Yiyou Sun, Yaojie Liu, Xiaoming Liu, Yixuan Li, Wen-Sheng Chu |
| 2023 | ICLR | How to Exploit Hyperspherical Embeddings for Out-of-Distribution Detection? | Yifei Ming, Yiyou Sun, Ousmane Dia, Yixuan Li |
| 2023 | ICML | When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis. | Yiyou Sun, Zhenmei Shi, Yingyu Liang, Yixuan Li |
| 2022 | ECCV | DICE: Leveraging Sparsification for Out-of-Distribution Detection. | Yiyou Sun, Yixuan Li |
| 2022 | ICML | Out-of-Distribution Detection with Deep Nearest Neighbors. | Yiyou Sun, Yifei Ming, Xiaojin Zhu, Yixuan Li |
| 2019 | ICCV | Adaptive Activation Thresholding: Dynamic Routing Type Behavior for Interpretability in Convolutional Neural Networks. | Yiyou Sun, Sathya N. Ravi, Vikas Singh |
| 2018 | ECCV | Interpretable Basis Decomposition for Visual Explanation. | Bolei Zhou, Yiyou Sun, David Bau, Antonio Torralba |