Membership Inference Attacks against Machine Learning Models

18 October 2016

Papers citing "Membership Inference Attacks against Machine Learning Models"

50 / 2,053 papers shown

Title
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 53 1 0 11 Jun 2024
LLM Dataset Inference: Did you train on my dataset? Pratyush Maini Hengrui Jia Nicolas Papernot Adam Dziedzic MIALM 48 28 0 10 Jun 2024
A Survey on Machine Unlearning: Techniques and New Emerged Privacy Risks Hengzhu Liu Ping Xiong Tianqing Zhu Philip S. Yu 44 6 0 10 Jun 2024
Benchmark Data Contamination of Large Language Models: A Survey Cheng Xu Shuhao Guan Derek Greene Mohand-Tahar Kechadi ELM ALM 38 39 0 06 Jun 2024
Memorization in deep learning: A survey Jiaheng Wei Yanjun Zhang Leo Yu Zhang Ming Ding Chao Chen Kok-Leong Ong Jun Zhang Yang Xiang 47 6 0 06 Jun 2024
Nonlinear Transformations Against Unlearnable Datasets T. Hapuarachchi Jing Lin Kaiqi Xiong Mohamed Rahouti Gitte Ost 30 1 0 05 Jun 2024
Auditing Privacy Mechanisms via Label Inference Attacks R. Busa-Fekete Travis Dick Claudio Gentile Andrés Munoz Medina Adam D. Smith Marika Swanberg 31 0 0 04 Jun 2024
DPDR: Gradient Decomposition and Reconstruction for Differentially Private Deep Learning Yixuan Liu Li Xiong Yuhan Liu Yujie Gu Ruixuan Liu Hong Chen 40 1 0 04 Jun 2024
Inference Attacks: A Taxonomy, Survey, and Promising Directions Feng Wu Lei Cui Shaowen Yao Shui Yu 52 2 0 04 Jun 2024
Probing Language Models for Pre-training Data Detection Zhenhua Liu Tong Zhu Chuanyuan Tan Haonan Lu Bing Liu Wenliang Chen 31 11 0 03 Jun 2024
Memorized Images in Diffusion Models share a Subspace that can be Located and Deleted Ruchika Chavhan Ondrej Bohdal Yongshuo Zong Da Li Timothy M. Hospedales 51 4 0 01 Jun 2024
Privacy Challenges in Meta-Learning: An Investigation on Model-Agnostic Meta-Learning Mina Rafiei Mohammadmahdi Maheri Hamid R. Rabiee 37 0 0 01 Jun 2024
"Forgetting" in Machine Learning and Beyond: A Survey Alyssa Shuang Sha Bernardo Pereira Nunes Armin Haller MU KELM 38 1 0 31 May 2024
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation Harsh Chaudhari Giorgio Severi John Abascal Matthew Jagielski Christopher A. Choquette-Choo Milad Nasr Cristina Nita-Rotaru Alina Oprea SILM AAML 80 30 0 30 May 2024
Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable Martín Bertrán Shuai Tang Michael Kearns Jamie Morgenstern Aaron Roth Zhiwei Steven Wu AAML 34 5 0 30 May 2024
Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation Maya Anderson Guy Amit Abigail Goldsteen AAML 55 14 0 30 May 2024
AI Risk Management Should Incorporate Both Safety and Security Xiangyu Qi Yangsibo Huang Yi Zeng Edoardo Debenedetti Jonas Geiping ... Chaowei Xiao Bo-wen Li Dawn Song Peter Henderson Prateek Mittal AAML 51 11 0 29 May 2024
The Data Minimization Principle in Machine Learning Prakhar Ganesh Cuong Tran Reza Shokri Ferdinando Fioretto 40 4 0 29 May 2024
LMO-DP: Optimizing the Randomization Mechanism for Differentially Private Fine-Tuning (Large) Language Models Qin Yang Meisam Mohammady Han Wang Ali Payani Ashish Kundu Kai Shu Yan Yan Yuan Hong 37 0 0 29 May 2024
LLMs and Memorization: On Quality and Specificity of Copyright Compliance Felix Müller Rebekka Görge Anna K. Bernzen Janna C Pirk Maximilian Poretschkin 27 8 0 28 May 2024
OSLO: One-Shot Label-Only Membership Inference Attacks Yuefeng Peng Jaechul Roh Subhransu Maji Amir Houmansadr 44 0 0 27 May 2024
Towards Black-Box Membership Inference Attack for Diffusion Models Jingwei Li Jingyi Dong Tianxing He Jingzhao Zhang 38 3 0 25 May 2024
Data Reconstruction: When You See It and When You Don't Edith Cohen Haim Kaplan Yishay Mansour Shay Moran Kobbi Nissim Uri Stemmer Eliad Tsfadia AAML 42 2 0 24 May 2024
Class Machine Unlearning for Complex Data via Concepts Inference and Data Poisoning Wenhan Chang Tianqing Zhu Heng Xu Wenjian Liu Wanlei Zhou MU 40 3 0 24 May 2024
Lost in the Averages: A New Specific Setup to Evaluate Membership Inference Attacks Against Machine Learning Models Florent Guépin Natasa Krco Matthieu Meeus Yves-Alexandre de Montjoye 44 1 0 24 May 2024
Decaf: Data Distribution Decompose Attack against Federated Learning Zhiyang Dai Chunyi Zhou Anmin Fu 34 2 0 24 May 2024
Leakage-Resilient and Carbon-Neutral Aggregation Featuring the Federated AI-enabled Critical Infrastructure Zehang Deng Ruoxi Sun Minhui Xue Sheng Wen S. Çamtepe Surya Nepal Yang Xiang 45 1 0 24 May 2024
Better Membership Inference Privacy Measurement through Discrepancy Ruihan Wu Pengrun Huang Kamalika Chaudhuri MIACV 40 0 0 24 May 2024
Editable Concept Bottleneck Models Lijie Hu Chenyang Ren Zhengyu Hu Cheng-Long Wang Di Wang Hui Xiong Jingfeng Zhang Di Wang 36 3 0 24 May 2024
The Mosaic Memory of Large Language Models Igor Shilov Matthieu Meeus Yves-Alexandre de Montjoye 47 3 0 24 May 2024
Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient Yongliang Wu Shiji Zhou Mingzhuo Yang Lianzhe Wang Wenbo Zhu Heng Chang Xiao Zhou Xu Yang Xu Yang 61 19 0 24 May 2024
Membership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy Shengfang Zhai Huanran Chen Yinpeng Dong Jiajun Li Qingni Shen Yansong Gao Hang Su Yang Liu EGVM 61 9 0 23 May 2024
Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model Tudor Cebere A. Bellet Nicolas Papernot 30 9 0 23 May 2024
Nearly Tight Black-Box Auditing of Differentially Private Machine Learning Meenatchi Sundaram Muthu Selva Annamalai Emiliano De Cristofaro 44 11 0 23 May 2024
Data Contamination Calibration for Black-box LLMs Wen-song Ye Jiaqi Hu Liyao Li Haobo Wang Gang Chen Junbo Zhao 40 6 0 20 May 2024
Overcoming Data and Model Heterogeneities in Decentralized Federated Learning via Synthetic Anchors Chun-Yin Huang Kartik Srinivas Xin Zhang Xiaoxiao Li DD 58 6 0 19 May 2024
Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing Yunlong Zhao Xiaoheng Deng Yijing Liu Xin-jun Pei Jiazhi Xia Wei Chen AAML 37 3 0 18 May 2024
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation Meenatchi Sundaram Muthu Selva Annamalai Georgi Ganev Emiliano De Cristofaro 39 9 0 16 May 2024
The Effect of Quantization in Federated Learning: A Rényi Differential Privacy Perspective Tianqu Kang Lumin Liu Hengtao He Jun Zhang Shenghui Song Khaled B. Letaief FedML 28 4 0 16 May 2024
Private Data Leakage in Federated Human Activity Recognition for Wearable Healthcare Devices Kongyang Chen Dongping Zhang Sijia Guan Bing Mi Jiaxing Shen Guoqing Wang FedML 34 1 0 14 May 2024
Many-Shot Regurgitation (MSR) Prompting Shashank Sonkar Richard G. Baraniuk AAML 38 1 0 13 May 2024
Secure Aggregation Meets Sparsification in Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rafael Pires Rishi Sharma Milos Vujasinovic 44 0 0 13 May 2024
GLiRA: Black-Box Membership Inference Attack via Knowledge Distillation Andrey V. Galichin Mikhail Aleksandrovich Pautov Alexey Zhavoronkin Oleg Y. Rogov Ivan Oseledets AAML 34 1 0 13 May 2024
Machine Unlearning: A Comprehensive Survey Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU AILaw 34 14 0 13 May 2024
Machine Unlearning in Contrastive Learning Zixin Wang Kongyang Chen MU SSL 16 0 0 12 May 2024
Shadow-Free Membership Inference Attacks: Recommender Systems Are More Vulnerable Than You Thought Xiaoxiao Chi Xuyun Zhang Yan Wang Lianyong Qi Amin Beheshti Xiaolong Xu Kim-Kwang Raymond Choo Shuo Wang Hongsheng Hu 54 0 0 11 May 2024
Model Inversion Robustness: Can Transfer Learning Help? Sy-Tuyen Ho Koh Jun Hao Keshigeyan Chandrasegaran Ngoc-Bao Nguyen Ngai-man Cheung 48 8 0 09 May 2024
Special Characters Attack: Toward Scalable Training Data Extraction From Large Language Models Yang Bai Ge Pei Jindong Gu Yong Yang Xingjun Ma 33 10 0 09 May 2024
Federated Graph Condensation with Information Bottleneck Principles Bo Yan DD FedML 45 4 0 07 May 2024
ModelShield: Adaptive and Robust Watermark against Model Extraction Attack Kaiyi Pang Tao Qi Chuhan Wu Minhao Bai Minghu Jiang Yongfeng Huang AAML WaLM 72 2 0 03 May 2024