Xia, Song

7 publications

ICLR 2026 Certified vs. Empirical Adversarial Robustness via Hybrid Convolutions with Attention Stochasticity Joy Dhar, Song Xia, Manish Kumar Pandey, Maryam Haghighat, Azadeh Alavi, Ferdous Sohel, Wenyu Zhang, Nayyar Zaidi

AAAI 2025 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

ICML 2025 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 Kot

CVPR 2025 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

ICLR 2024 Mitigating the Curse of Dimensionality for Certified Robustness via Dual Randomized Smoothing Song Xia, Yi Yu, Xudong Jiang, Henghui Ding

ICML 2024 Purify Unlearnable Examples via Rate-Constrained Variational Autoencoders Yi Yu, Yufei Wang, Song Xia, Wenhan Yang, Shijian Lu, Yap-Peng Tan, Alex Kot

NeurIPS 2024 Transferable Adversarial Attacks on SAM and Its Downstream Models Song Xia, Wenhan Yang, Yi Yu, Xun Lin, Henghui Ding, Lingyu Duan, Xudong Jiang