Formalizing Robustness Against Character-Level Perturbations for Neural Network Language Models. - Zhongkui Ma; Xinguo Feng; Zihan Wang; Shuofeng Liu; Mengyao Ma; Hao Guan; Mark Huasong Meng (ICFEM, 2023)

Unveiling Intellectual Property Vulnerabilities of GAN-Based Distributed Machine Learning through Model Extraction Attacks. - Mengyao Ma; Shuofeng Liu; M. A. P. Chamikara; Mohan Baruwal Chhetri; Guangdong Bai (CIKM, 2024)

Being Transparent is Merely the Beginning: Enforcing Purpose Limitation with Polynomial Approximation. - Shuofeng Liu; Zihan Wang; Minhui Xue 001; Long Wang; Yuanchao Zhang; Guangdong Bai (USENIX Security Symposium, 2024)

Modifier Unlocked: Jailbreaking Text-to-Image Models Through Prompts. - Shuofeng Liu; Mengyao Ma; Minhui Xue 001; Guangdong Bai (SP, 2025)