Practical Membership Inference Attacks Against Large-Scale Multi-Modal Models: A Pilot Study

29 September 2023

Myeongseob Ko

Ming Jin

Chenguang Wang

Ruoxi Jia

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Papers citing "Practical Membership Inference Attacks Against Large-Scale Multi-Modal Models: A Pilot Study"

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Title
Image Corruption-Inspired Membership Inference Attacks against Large Vision-Language Models Zongyu Wu Minhua Lin Zhiwei Zhang Fali Wang Xianren Zhang Xiang Zhang Suhang Wang 38 0 0 14 Jun 2025
MrM: Black-Box Membership Inference Attacks against Multimodal RAG Systems Peiru Yang Jinhua Yin Haoran Zheng Xueying Bai Huili Wang Yufei Sun Xintian Li Shangguang Wang Yongfeng Huang Tao Qi AAML 19 0 0 09 Jun 2025
Instance-Level Data-Use Auditing of Visual ML Models Zonghao Huang Neil Zhenqiang Gong Michael K. Reiter MLAU 99 0 0 28 Mar 2025
Membership Inference Attacks on Large-Scale Models: A Survey Hengyu Wu Yang Cao MIALM 109 1 0 25 Mar 2025
Efficient Membership Inference Attacks by Bayesian Neural Network Zhenlong Liu Wenyu Jiang Feng Zhou Hongxin Wei MIALM 102 1 0 10 Mar 2025
Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language Models Tianjie Ju Yi Hua Hao Fei Zhenyu Shao Yubin Zheng Haodong Zhao Mong Li Lee Wynne Hsu Zhuosheng Zhang Gongshen Liu 146 0 0 03 Mar 2025
Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models Yu He Boheng Li Lu Liu Zhongjie Ba Wei Dong Yiming Li Zhan Qin Kui Ren Chong Chen MIALM 178 3 0 26 Feb 2025
Guarding the Privacy of Label-Only Access to Neural Network Classifiers via iDP Verification Anan Kabaha Dana Drachsler-Cohen AAML 104 0 0 23 Feb 2025
Membership Inference Attack against Long-Context Large Language Models Zixiong Wang Gaoyang Liu Yang Yang Chen Wang 149 1 0 18 Nov 2024
SoK: Unifying Cybersecurity and Cybersafety of Multimodal Foundation Models with an Information Theory Approach Ruoxi Sun Jiamin Chang Hammond Pearce Chaowei Xiao B. Li Qi Wu Surya Nepal Minhui Xue 109 0 0 17 Nov 2024
New Emerged Security and Privacy of Pre-trained Model: a Survey and Outlook Meng Yang Tianqing Zhu Chi Liu Wanlei Zhou Shui Yu Philip S. Yu AAML ELM PILM 112 1 0 12 Nov 2024
Membership Inference Attacks against Large Vision-Language Models Zhan Li Yongtao Wu Yihang Chen F. Tonin Elias Abad Rocamora Volkan Cevher 78 9 0 05 Nov 2024
Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining Ruoxi Cheng Yizhong Ding Shuirong Cao Shitong Shao Zhiqiang Wang 74 0 0 24 Oct 2024
Building an Ethical and Trustworthy Biomedical AI Ecosystem for the Translational and Clinical Integration of Foundational Models Simha Sankar Baradwaj Destiny Gilliland Jack Rincon Henning Hermjakob Yu Yan ... Dean Wang Karol Watson Alex Bui Wei Wang Peipei Ping 97 6 0 18 Jul 2024
Seeing Is Believing: Black-Box Membership Inference Attacks Against Retrieval Augmented Generation Yongqian Li Gaoyang Liu Yang Yang Chen Wang AAML 75 5 0 27 Jun 2024
Blind Baselines Beat Membership Inference Attacks for Foundation Models Debeshee Das Jie Zhang Florian Tramèr MIALM 178 39 1 23 Jun 2024
Better Membership Inference Privacy Measurement through Discrepancy Ruihan Wu Pengrun Huang Kamalika Chaudhuri MIACV 68 0 0 24 May 2024
Model Inversion Robustness: Can Transfer Learning Help? Sy-Tuyen Ho Koh Jun Hao Keshigeyan Chandrasegaran Ngoc-Bao Nguyen Ngai-Man Cheung 89 11 0 09 May 2024
Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss Zhenlong Liu Lei Feng Huiping Zhuang Xiaofeng Cao Hongxin Wei 73 2 0 08 Feb 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 149 13 0 08 Feb 2024
Privacy-Aware Document Visual Question Answering Rubèn Pérez Tito Khanh Nguyen Marlon Tobaben Raouf Kerkouche Mohamed Ali Souibgui ... Lei Kang Ernest Valveny Antti Honkela Mario Fritz Dimosthenis Karatzas 81 13 0 15 Dec 2023