M^4I: Multi-modal Models Membership Inference

Neural Information Processing Systems (NeurIPS), 2022

15 September 2022

Pingyi Hu

Zihan Wang

Ruoxi Sun

Hu Wang

Minhui Xue

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Papers citing "M^4I: Multi-modal Models Membership Inference"

24 / 24 papers shown

Title
Are Neuro-Inspired Multi-Modal Vision-Language Models Resilient to Membership Inference Privacy Leakage? David Amebley Sayanton Dibbo AAML 128 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 107 1 0 03 Nov 2025
MIA-EPT: Membership Inference Attack via Error Prediction for Tabular Data Eyal German Daniel Samira Yuval Elovici A. Shabtai 178 0 0 16 Sep 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 142 0 0 09 Jun 2025
A Unified and Scalable Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability Jie Zhu Jirong Zha Ding Li Leye Wang 392 1 0 15 May 2025
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Rob Romijnders Stefanos Laskaridis Ali Shahin Shamsabadi Hamed Haddadi 245 0 0 25 Apr 2025
Membership Inference Attacks on Large-Scale Models: A Survey Hengyu Wu Yang Cao MIALM 763 7 0 25 Mar 2025
Efficient Membership Inference Attacks by Bayesian Neural Network Zhenlong Liu Wenyu Jiang Feng Zhou Jianguo Huang MIALM 330 3 0 10 Mar 2025
Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary ClassifiersIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025 Huan Tian Guangsheng Zhang Bo Liu Tianqing Zhu Ming Ding Wanlei Zhou 336 1 0 08 Mar 2025
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 593 0 0 17 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 181 0 0 24 Oct 2024
Transforming Game Play: A Comparative Study of DCQN and DTQN Architectures in Reinforcement Learning William A. Stigall 255 0 0 14 Oct 2024
Extracting Training Data from Document-Based VQA Models Francesco Pinto N. Rauschmayr F. Tramèr Juil Sock Federico Tombari 220 6 0 11 Jul 2024
Better Membership Inference Privacy Measurement through Discrepancy Ruihan Wu Pengrun Huang Kamalika Chaudhuri MIACV 221 1 0 24 May 2024
A Unified Membership Inference Method for Visual Self-supervised Encoder via Part-aware CapabilityConference on Computer and Communications Security (CCS), 2024 Jie Zhu Jirong Zha Ding Li Leye Wang 271 10 0 03 Apr 2024
Safety and Performance, Why Not Both? Bi-Objective Optimized Model Compression against Heterogeneous Attacks Toward AI Software DeploymentIEEE Transactions on Software Engineering (TSE), 2024 Jie Zhu Leye Wang Xiao Han Anmin Liu Tao Xie AAML 167 6 0 02 Jan 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 178 16 0 15 Dec 2023
Quantifying Privacy Risks of Prompts in Visual Prompt LearningUSENIX Security Symposium (USENIX Security), 2023 Yixin Wu Rui Wen Michael Backes Pascal Berrang Mathias Humbert Yun Shen Yang Zhang AAML VPVLM 212 11 0 18 Oct 2023
Source Inference Attacks: Beyond Membership Inference Attacks in Federated LearningIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2023 Hongsheng Hu Xuyun Zhang Z. Salcic Lichao Sun K. Choo Gillian Dobbie 134 24 0 30 Sep 2023
Practical Membership Inference Attacks Against Large-Scale Multi-Modal Models: A Pilot StudyIEEE International Conference on Computer Vision (ICCV), 2023 Myeongseob Ko Ming Jin Chenguang Wang Ruoxi Jia 206 42 0 29 Sep 2023
Identifying and Mitigating Privacy Risks Stemming from Language Models: A Survey Victoria Smith Ali Shahin Shamsabadi Carolyn Ashurst Adrian Weller PILM 348 41 0 27 Sep 2023
RAI4IoE: Responsible AI for Enabling the Internet of EnergyInternational Conference on Trust, Privacy and Security in Intelligent Systems and Applications (ICPSISA), 2023 Minhui Xue Surya Nepal Ling Liu Subbu Sethuvenkatraman Xingliang Yuan Carsten Rudolph Ruoxi Sun Greg Eisenhauer 223 6 0 20 Sep 2023
Provable Membership Inference Privacy Zachary Izzo Chang Jo Kim Sercan O. Arik James Zou 148 6 0 12 Nov 2022