| 2026 | AAAI | HGLTR: Hierarchical Knowledge Injection for Calibrating Pre-trained Models in Long-Tail Recognition. | Jinpeng Zheng, Shao-Yuan Li, Gan Xu, Wenhai Wan, Zijian Tao, Songcan Chen, Kangkan Wang |
| 2025 | AAAI | MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse. | Zijian Tao, Shao-Yuan Li, Wenhai Wan, Jinpeng Zheng, Jia-Yao Chen, Yuchen Li, Sheng-Jun Huang, Songcan Chen |
| 2025 | ICML | Cut out and Replay: A Simple yet Versatile Strategy for Multi-Label Online Continual Learning. | Xinrui Wang, Shao-Yuan Li, Jiaqiang Zhang, Songcan Chen |
| 2025 | IJCAI | DM-POSA: Enhancing Open-World Test-Time Adaptation with Dual-Mode Matching and Prompt-Based Open Set Adaptation. | Shiji Zhao, Shao-Yuan Li, Chuanxing Geng, Sheng-Jun Huang, Songcan Chen |
| 2024 | AAAI | Unlocking the Power of Open Set: A New Perspective for Open-Set Noisy Label Learning. | Wenhai Wan, Xinrui Wang, Ming-Kun Xie, Shao-Yuan Li, Sheng-Jun Huang, Songcan Chen |
| 2024 | IJCAI | NanoAdapt: Mitigating Negative Transfer in Test Time Adaptation with Extremely Small Batch Sizes. | Shiji Zhao, Shao-Yuan Li, Sheng-Jun Huang |
| 2018 | PRICAI | Multi-label Crowdsourcing Learning with Incomplete Annotations. | Shao-Yuan Li, Yuan Jiang |
| 2017 | CIKM | BayDNN: Friend Recommendation with Bayesian Personalized Ranking Deep Neural Network. | Daizong Ding, Mi Zhang, Shao-Yuan Li, Jie Tang, Xiaotie Chen, Zhi-Hua Zhou |
| 2017 | IJCAI | Obtaining High-Quality Label by Distinguishing between Easy and Hard Items in Crowdsourcing. | Wei Wang, Xiang-Yu Guo, Shao-Yuan Li, Yuan Jiang, Zhi-Hua Zhou |
| 2014 | AAAI | Partial Multi-View Clustering. | Shao-Yuan Li, Yuan Jiang, Zhi-Hua Zhou |