Membership Inference Attacks by Exploiting Loss Trajectory

31 August 2022

Michael Backes

Papers citing "Membership Inference Attacks by Exploiting Loss Trajectory"

50 / 52 papers shown

Title
What's Pulling the Strings? Evaluating Integrity and Attribution in AI Training and Inference through Concept Shift Jiamin Chang Hao Li Hammond Pearce Ruoxi Sun Bo-wen Li Minhui Xue 38 0 0 28 Apr 2025
Is My Text in Your AI Model? Gradient-based Membership Inference Test applied to LLMs Gonzalo Mancera Daniel DeAlcala Julian Fierrez Ruben Tolosana Aythami Morales 48 1 0 10 Mar 2025
Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models Yu He Boheng Li L. Liu Zhongjie Ba Wei Dong Yiming Li Zhanyue Qin Kui Ren Cheng Chen MIALM 74 0 0 26 Feb 2025
Rethinking Membership Inference Attacks Against Transfer Learning Yanwei Yue Jing Chen Qianru Fang Kun He Ziming Zhao Hao Ren Guowen Xu Yang Liu Yang Xiang 64 34 0 20 Jan 2025
Neural Honeytrace: A Robust Plug-and-Play Watermarking Framework against Model Extraction Attacks Yixiao Xu Binxing Fang Rui Wang Yinghai Zhou S. Ji Yuan Liu Mohan Li Zhihong Tian MIACV AAML 63 0 0 20 Jan 2025
Sub-optimal Learning in Meta-Classifier Attacks: A Study of Membership Inference on Differentially Private Location Aggregates Yuhan Liu Florent Guépin Igor Shilov Yves-Alexandre de Montjoye 38 0 0 31 Dec 2024
Membership Inference Attacks and Defenses in Federated Learning: A Survey Li Bai Haibo Hu Qingqing Ye Haoyang Li Leixia Wang Jianliang Xu FedML 82 13 0 09 Dec 2024
DREAM: Domain-agnostic Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 83 0 0 08 Dec 2024
Hide in Plain Sight: Clean-Label Backdoor for Auditing Membership Inference Depeng Chen Hao Chen Hulin Jin Jie Cui Hong Zhong 74 0 0 24 Nov 2024
Subject Data Auditing via Source Inference Attack in Cross-Silo Federated Learning Jiaxin Li Marco Arazzi Antonino Nocera Mauro Conti 31 2 0 28 Sep 2024
Understanding Data Importance in Machine Learning Attacks: Does Valuable Data Pose Greater Harm? Rui Wen Michael Backes Yang Zhang TDI AAML 41 0 0 05 Sep 2024
Exploiting the Vulnerability of Large Language Models via Defense-Aware Architectural Backdoor Abdullah Arafat Miah Yu Bi AAML SILM 37 0 0 03 Sep 2024
Membership Inference Attacks Against In-Context Learning Rui Wen Zehan Li Michael Backes Yang Zhang 37 6 0 02 Sep 2024
Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks Yu He Boheng Li Yao Wang Mengda Yang Juan Wang Hongxin Hu Xingyu Zhao 27 4 0 31 Aug 2024
Protecting against simultaneous data poisoning attacks Neel Alex Shoaib Ahmed Siddiqui Amartya Sanyal David M. Krueger AAML 42 1 0 23 Aug 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 53 16 0 06 Aug 2024
SeqMIA: Sequential-Metric Based Membership Inference Attack Hao Li Zheng Li Siyuan Wu Chengrui Hu Yutong Ye Min Zhang Dengguo Feng Yang Zhang 37 3 0 21 Jul 2024
Learning to Unlearn for Robust Machine Unlearning Mark He Huang Lin Geng Foo Jun Liu MU 37 8 0 15 Jul 2024
A Method to Facilitate Membership Inference Attacks in Deep Learning Models Zitao Chen Karthik Pattabiraman MIACV MLAU AAML MIALM 75 1 0 02 Jul 2024
QUEEN: Query Unlearning against Model Extraction Huajie Chen Tianqing Zhu Lefeng Zhang Bo Liu Derui Wang Wanlei Zhou Minhui Xue MIACV 42 2 0 01 Jul 2024
Silver Linings in the Shadows: Harnessing Membership Inference for Machine Unlearning Nexhi Sula Abhinav Kumar Jie Hou Han Wang R. Tourani MU 25 0 0 01 Jul 2024
Rethinking the impact of noisy labels in graph classification: A utility and privacy perspective De Li Xianxian Li Zeming Gan Qiyu Li Bin Qu Jinyan Wang NoLa 48 1 0 11 Jun 2024
OSLO: One-Shot Label-Only Membership Inference Attacks Yuefeng Peng Jaechul Roh Subhransu Maji Amir Houmansadr 44 0 0 27 May 2024
GLiRA: Black-Box Membership Inference Attack via Knowledge Distillation Andrey V. Galichin Mikhail Aleksandrovich Pautov Alexey Zhavoronkin Oleg Y. Rogov Ivan V. Oseledets AAML 34 1 0 13 May 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 68 8 0 31 Mar 2024
MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection Boyang Peng Sanqing Qu Yong Wu Tianpei Zou Lianghua He Alois C. Knoll Guang Chen Changjun Jiang AAML 37 3 0 07 Mar 2024
Unraveling Attacks in Machine Learning-based IoT Ecosystems: A Survey and the Open Libraries Behind Them Chao-Jung Liu Boxi Chen Wei Shao Chris Zhang Kelvin Wong Yi Zhang 29 3 0 22 Jan 2024
Safety and Performance, Why Not Both? Bi-Objective Optimized Model Compression against Heterogeneous Attacks Toward AI Software Deployment Jie Zhu Leye Wang Xiao Han Anmin Liu Tao Xie AAML 25 5 0 02 Jan 2024
Black-box Membership Inference Attacks against Fine-tuned Diffusion Models Yan Pang Tianhao Wang 27 18 0 13 Dec 2023
Low-Cost High-Power Membership Inference Attacks Sajjad Zarifzadeh Philippe Liu Reza Shokri 47 34 0 06 Dec 2023
ERASER: Machine Unlearning in MLaaS via an Inference Serving-Aware Approach Yuke Hu Jian Lou Jiaqi Liu Wangze Ni Feng Lin Zhan Qin Kui Ren MU 40 12 0 03 Nov 2023
Black-Box Training Data Identification in GANs via Detector Networks Lukman Olagoke Salil P. Vadhan Seth Neel 28 0 0 18 Oct 2023
Quantifying Privacy Risks of Prompts in Visual Prompt Learning Yixin Wu Rui Wen Michael Backes Pascal Berrang Mathias Humbert Yun Shen Yang Zhang AAML VPVLM 32 8 0 18 Oct 2023
A Comprehensive Study of Privacy Risks in Curriculum Learning Joann Qiongna Chen Xinlei He Zheng Li Yang Zhang Zhou Li 54 2 0 16 Oct 2023
Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning Harsh Chaudhari Giorgio Severi Alina Oprea Jonathan R. Ullman 31 5 0 05 Oct 2023
SLMIA-SR: Speaker-Level Membership Inference Attacks against Speaker Recognition Systems Guangke Chen Yedi Zhang Fu Song 36 3 0 14 Sep 2023
White-box Membership Inference Attacks against Diffusion Models Yan Pang Tianhao Wang Xu Kang Mengdi Huai Yang Zhang AAML DiffM 46 22 0 11 Aug 2023
DREAM: Domain-free Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 25 0 0 20 Jul 2023
Membership Inference Attacks on DNNs using Adversarial Perturbations Hassan Ali Adnan Qayyum Ala I. Al-Fuqaha Junaid Qadir AAML 30 3 0 11 Jul 2023
Quantum Solutions to the Privacy vs. Utility Tradeoff Sagnik Chatterjee Vyacheslav Kungurtsev 11 0 0 06 Jul 2023
Extracting Cloud-based Model with Prior Knowledge Songtao Zhao Kangjie Chen Meng Hao Jian Zhang Guowen Xu Hongwei Li Tianwei Zhang AAML MIACV SILM MLAU SLR 36 5 0 07 Jun 2023
Membership inference attack with relative decision boundary distance Jiacheng Xu Chengxiang Tan 26 1 0 07 Jun 2023
Membership Inference Attacks against Language Models via Neighbourhood Comparison Justus Mattern Fatemehsadat Mireshghallah Zhijing Jin Bernhard Schölkopf Mrinmaya Sachan Taylor Berg-Kirkpatrick MIALM 23 167 0 29 May 2023
Membership Inference Attack for Beluga Whales Discrimination Voncarlos Marcelo Araújo Sébastien Gambs Clément Chion Robert Michaud L. Schneider H. Lautraite 30 2 0 28 Feb 2023
Membership Inference of Diffusion Models Hailong Hu Jun Pang 26 37 0 24 Jan 2023
DeepTaster: Adversarial Perturbation-Based Fingerprinting to Identify Proprietary Dataset Use in Deep Neural Networks Seonhye Park A. Abuadbba Shuo Wang Kristen Moore Yansong Gao Hyoungshick Kim Surya Nepal AAML 25 2 0 24 Nov 2022
Provable Membership Inference Privacy Zachary Izzo Jinsung Yoon Sercan Ö. Arik James Zou 38 5 0 12 Nov 2022
Canary in a Coalmine: Better Membership Inference with Ensembled Adversarial Queries Yuxin Wen Arpit Bansal Hamid Kazemi Eitan Borgnia Micah Goldblum Jonas Geiping Tom Goldstein MIACV 36 30 0 19 Oct 2022
Membership Inference Attacks Against Text-to-image Generation Models Yixin Wu Ning Yu Zheng Li Michael Backes Yang Zhang DiffM 19 65 0 03 Oct 2022
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 290 1,815 0 14 Dec 2020