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

IEEE International Conference on Computer Vision (ICCV), 2023

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"

26 / 26 papers shown

Title
Are Neuro-Inspired Multi-Modal Vision-Language Models Resilient to Membership Inference Privacy Leakage? David Amebley Sayanton Dibbo AAML 120 0 0 24 Nov 2025
Black-Box Membership Inference Attack for LVLMs via Prior Knowledge-Calibrated Memory Probing Jinhua Yin Peiru Yang Chen Yang Huili Wang Zhiyang Hu Shangguang Wang Yongfeng Huang Tao Qi 91 1 0 03 Nov 2025
Retracing the Past: LLMs Emit Training Data When They Get Lost Myeongseob Ko Nikhil Reddy Billa Adam Nguyen Charles Fleming Ming Jin R. Jia AAML 65 0 0 27 Oct 2025
MIA-EPT: Membership Inference Attack via Error Prediction for Tabular Data Eyal German Daniel Samira Yuval Elovici A. Shabtai 174 0 0 16 Sep 2025
Membership Inference Attacks with False Discovery Rate Control Chenxu Zhao Wei Qian Aobo Chen Mengdi Huai 104 1 0 09 Aug 2025
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 267 1 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 130 0 0 09 Jun 2025
Instance-Level Data-Use Auditing of Visual ML Models Zonghao Huang Neil Zhenqiang Gong Michael K. Reiter MLAU 322 1 0 28 Mar 2025
Membership Inference Attacks on Large-Scale Models: A Survey Hengyu Wu Yang Cao MIALM 751 7 0 25 Mar 2025
Efficient Membership Inference Attacks by Bayesian Neural Network Zhenlong Liu Wenyu Jiang Feng Zhou Jianguo Huang MIALM 318 3 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 Yang Deng Wynne Hsu Zhuosheng Zhang Gongshen Liu 370 1 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 390 14 0 26 Feb 2025
Guarding the Privacy of Label-Only Access to Neural Network Classifiers via iDP Verification Anan Kabaha Dana Drachsler-Cohen AAML 313 1 0 23 Feb 2025
Membership Inference Attack against Long-Context Large Language Models Zixiong Wang Gaoyang Liu Yang Yang Chen Wang 318 3 0 18 Nov 2024
SoK: The Security-Safety Continuum of Multimodal Foundation Models through Information Flow and Global Game-Theoretic Analysis of Asymmetric Threats Ruoxi Sun Jiamin Chang Hammond Pearce Chaowei Xiao B. Li Qi Wu Surya Nepal Minhui Xue 585 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 242 2 0 12 Nov 2024
Membership Inference Attacks against Large Vision-Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Zhan Li Yongtao Wu Yihang Chen F. Tonin Elias Abad Rocamora Volkan Cevher 170 20 0 05 Nov 2024
Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio PretrainingInternational Conference on Multimedia Retrieval (ICMR), 2024 Ruoxi Cheng Yizhong Ding Shuirong Cao Shitong Shao Zhiqiang Wang 169 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 243 15 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 193 18 0 27 Jun 2024
Blind Baselines Beat Membership Inference Attacks for Foundation Models Debeshee Das Jie Zhang Florian Tramèr MIALM 605 51 1 23 Jun 2024
Better Membership Inference Privacy Measurement through Discrepancy Ruihan Wu Pengrun Huang Kamalika Chaudhuri MIACV 217 1 0 24 May 2024
Model Inversion Robustness: Can Transfer Learning Help?Computer Vision and Pattern Recognition (CVPR), 2024 Sy-Tuyen Ho Koh Jun Hao Keshigeyan Chandrasegaran Ngoc-Bao Nguyen Ngai-Man Cheung 149 13 0 09 May 2024
Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss Zhenlong Liu Lei Feng Huiping Zhuang Xiaofeng Cao Jianguo Huang 240 3 0 08 Feb 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 423 21 0 08 Feb 2024
Privacy-Aware Document Visual Question AnsweringIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023 Rubèn Pérez Tito Khanh Nguyen Marlon Tobaben Raouf Kerkouche Mohamed Ali Souibgui ... Lei Kang Ernest Valveny Antti Honkela Mario Fritz Dimosthenis Karatzas 174 16 0 15 Dec 2023