| 2026 | AAAI | From Pretrain to Pain: Adversarial Vulnerability of Video Foundation Models Without Task Knowledge. | Hui Lu, Yi Yu, Song Xia, Yiming Yang, Deepu Rajan, Boon Poh Ng, Alex C. Kot, Xudong Jiang |
| 2025 | AAAI | Backdoor Attacks Against No-Reference Image Quality Assessment Models via a Scalable Trigger. | Yi Yu, Song Xia, Xun Lin, Wenhan Yang, Shijian Lu, Yap-Peng Tan, Alex C. Kot |
| 2025 | CVPR | Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems. | Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang |
| 2025 | ICML | MTL-UE: Learning to Learn Nothing for Multi-Task Learning. | Yi Yu, Song Xia, Siyuan Yang, Chenqi Kong, Wenhan Yang, Shijian Lu, Yap-Peng Tan, Alex C. Kot |
| 2024 | ICLR | Mitigating the Curse of Dimensionality for Certified Robustness via Dual Randomized Smoothing. | Song Xia, Yi Yu, Xudong Jiang, Henghui Ding |
| 2024 | ICML | Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders. | Yi Yu, Yufei Wang, Song Xia, Wenhan Yang, Shijian Lu, Yap-Peng Tan, Alex C. Kot |
| 2008 | IGARSS | Comparison of Two Approaches on Terrain Change Detection and Updating. | Song Xia, Huanzhuo Ye, Laixing Liu |