M$^4$I: Multi-modal Models Membership Inference. - Pingyi Hu; Zihan Wang; Ruoxi Sun 001; Hu Wang 005; Minhui Xue 001 (NeurIPS, 2022)

M^4I: Multi-modal Models Membership Inference. - Pingyi Hu; Zihan Wang; Ruoxi Sun 001; Hu Wang 005; Minhui Xue 001 (CoRR, 2022)

Focusing on Pinocchio's Nose: A Gradients Scrutinizer to Thwart Split-Learning Hijacking Attacks Using Intrinsic Attributes. - Jiayun Fu; Xiaojing Ma 002; Bin B. Zhu; Pingyi Hu; Ruixin Zhao; Yaru Jia; Peng Xu 003; Hai Jin 001; Dongmei Zhang 001 (NDSS, 2023)

Towards Stricter Black-box Integrity Verification of Deep Neural Network Models. - Chaoxiang He; Xiaofan Bai; Xiaojing Ma 002; Bin B. Zhu; Pingyi Hu; Jiayun Fu; Hai Jin 001; Dongmei Zhang 001 (ACM Multimedia, 2024)

ESF: Efficient Sensitive Fingerprinting for Black-Box Tamper Detection of Large Language Models. - Xiaofan Bai; Pingyi Hu; Xiaojing Ma 002; Linchen Yu; Dongmei Zhang 001; Qi Zhang 066; Bin Benjamin Zhu (ACL (Findings), 2025)