Membership Inference Attacks against Machine Learning Models

18 October 2016

Papers citing "Membership Inference Attacks against Machine Learning Models"

50 / 2,058 papers shown

Title
Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art Tanujit Chakraborty Ujjwal Reddy K S Shraddha M. Naik Madhurima Panja B. Manvitha 40 62 0 30 Aug 2023
Vulnerability of Machine Learning Approaches Applied in IoT-based Smart Grid: A Review Zhenyong Zhang Mengxiang Liu Mingyang Sun Ruilong Deng Peng Cheng Dusit Niyato Mo-Yuen Chow Jiming Chen 45 43 0 30 Aug 2023
Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation Jiachen T. Wang Yuqing Zhu Yu Wang R. Jia Prateek Mittal TDI 37 12 0 30 Aug 2023
Generating tabular datasets under differential privacy G. Truda DiffM 30 5 0 28 Aug 2023
Unveiling the Role of Message Passing in Dual-Privacy Preservation on GNNs Tianyi Zhao Hui Hu Lu Cheng 38 3 0 25 Aug 2023
Privacy engineering through obfuscation Ero Balsa 16 1 0 24 Aug 2023
A Probabilistic Fluctuation based Membership Inference Attack for Diffusion Models Wenjie Fu Huandong Wang Chen Gao Guanghua Liu Yong Li Tao Jiang DiffM 34 11 0 23 Aug 2023
A Survey for Federated Learning Evaluations: Goals and Measures Di Chai Leye Wang Liu Yang Junxue Zhang Kai Chen Qian Yang ELM FedML 27 21 0 23 Aug 2023
Generative Adversarial Networks Unlearning Hui Sun Tianqing Zhu Wenhan Chang Wanlei Zhou MU GAN 31 6 0 19 Aug 2023
Balancing Transparency and Risk: The Security and Privacy Risks of Open-Source Machine Learning Models Dominik Hintersdorf Lukas Struppek Kristian Kersting SILM 38 4 0 18 Aug 2023
Privacy at Risk: Exploiting Similarities in Health Data for Identity Inference Lucas Lange Tobias Schreieder Victor Christen Erhard Rahm 6 4 0 16 Aug 2023
Fast Machine Unlearning Without Retraining Through Selective Synaptic Dampening Jack Foster Stefan Schoepf Alexandra Brintrup MU 27 87 0 15 Aug 2023
Block-Wise Encryption for Reliable Vision Transformer models Hitoshi Kiya Ryota Iijima Teru Nagamori 33 1 0 15 Aug 2023
Machine Unlearning: Solutions and Challenges Jie Xu Zihan Wu Cong Wang Xiaohua Jia MU 55 49 0 14 Aug 2023
SoK: Realistic Adversarial Attacks and Defenses for Intelligent Network Intrusion Detection João Vitorino Isabel Praça Eva Maia AAML 30 22 0 13 Aug 2023
White-box Membership Inference Attacks against Diffusion Models Yan Pang Tianhao Wang Xu Kang Mengdi Huai Yang Zhang AAML DiffM 53 22 0 11 Aug 2023
GIFD: A Generative Gradient Inversion Method with Feature Domain Optimization Hao Fang Bin Chen Xuan Wang Zhi Wang Shutao Xia 57 33 0 09 Aug 2023
Iterative Sketching for Secure Coded Regression Neophytos Charalambides Hessam Mahdavifar Mert Pilanci Alfred Hero 30 2 0 08 Aug 2023
FLIPS: Federated Learning using Intelligent Participant Selection R. Bhope K.R. Jayaram N. Venkatasubramanian Ashish Verma Gegi Thomas FedML 39 3 0 07 Aug 2023
Binary Federated Learning with Client-Level Differential Privacy Lumin Liu Jun Zhang Shenghui Song Khaled B. Letaief FedML 23 2 0 07 Aug 2023
What has ChatGPT read? The origins of archaeological citations used by a generative artificial intelligence application D. Spennemann 24 2 0 07 Aug 2023
Model Provenance via Model DNA Xin Mu Yu Wang Yehong Zhang Jiaqi Zhang Haibo Wang Yang Xiang Yue Yu SyDa 30 0 0 04 Aug 2023
VertexSerum: Poisoning Graph Neural Networks for Link Inference Ruyi Ding Shijin Duan Xiaolin Xu Yunsi Fei AAML GNN 56 4 0 02 Aug 2023
Mercury: An Automated Remote Side-channel Attack to Nvidia Deep Learning Accelerator Xi-ai Yan Xiaoxuan Lou Guowen Xu Han Qiu Shangwei Guo Chip Hong Chang Tianwei Zhang AAML 27 7 0 02 Aug 2023
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation Muhammad Irfan Khan E. Alhoniemi Elina Kontio Suleiman A. Khan Mojtaba Jafaritadi FedML 16 1 0 01 Aug 2023
Differentially Private Linear Regression with Linked Data Shurong Lin Elliot Paquette E. D. Kolaczyk 29 1 0 01 Aug 2023
FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning Huimin Li Phillip Rieger S. Zeitouni S. Picek A. Sadeghi FedML 29 7 0 01 Aug 2023
Does fine-tuning GPT-3 with the OpenAI API leak personally-identifiable information? A. Sun Eliott Zemour Arushi Saxena Udith Vaidyanathan Eric Lin Christian Lau Vaikkunth Mugunthan SILM 48 18 0 31 Jul 2023
zkDL: Efficient Zero-Knowledge Proofs of Deep Learning Training Hao Sun Tonghe Bai Jason Li Hongyang R. Zhang 44 19 0 30 Jul 2023
Recommendation Unlearning via Matrix Correction Jiahao Liu Dongsheng Li Hansu Gu Tun Lu Jiongran Wu Peng Zhang Li Shang Ning Gu MU 30 4 0 29 Jul 2023
The Applicability of Federated Learning to Official Statistics Joshua Stock Oliver Hauke Julius Weissmann Hannes Federrath FedML 27 1 0 28 Jul 2023
Samplable Anonymous Aggregation for Private Federated Data Analysis Kunal Talwar Shan Wang Audra McMillan Vojta Jina Vitaly Feldman ... Congzheng Song Karl Tarbe Sebastian Vogt L. Winstrom Shundong Zhou FedML 43 13 0 27 Jul 2023
Flexible Differentially Private Vertical Federated Learning with Adaptive Feature Embeddings Yuxi Mi Hongquan Liu Yewei Xia Yiheng Sun Jihong Guan Shuigeng Zhou FedML 30 1 0 26 Jul 2023
Accuracy Improvement in Differentially Private Logistic Regression: A Pre-training Approach Mohammad Hoseinpour Milad Hoseinpour A. Aghagolzadeh 16 0 0 25 Jul 2023
Mitigating Cross-client GANs-based Attack in Federated Learning Hong Huang Xinyu Lei Tao Xiang AAML 60 1 0 25 Jul 2023
Spectral-DP: Differentially Private Deep Learning through Spectral Perturbation and Filtering Ce Feng Nuo Xu Wujie Wen Parv Venkitasubramaniam Caiwen Ding 12 4 0 25 Jul 2023
A Differentially Private Weighted Empirical Risk Minimization Procedure and its Application to Outcome Weighted Learning S. Giddens Yiwang Zhou K. Krull T. Brinkman P. Song F. Liu 35 1 0 24 Jul 2023
Model Reporting for Certifiable AI: A Proposal from Merging EU Regulation into AI Development Danilo Brajovic Niclas Renner Vincent Philipp Goebels Philipp Wagner Benjamin Frész M. Biller Mara Klaeb Janika Kutz Jens Neuhuettler Marco F. Huber 37 9 0 21 Jul 2023
Epsilon*: Privacy Metric for Machine Learning Models Diana M. Negoescu H. González Saad Eddin Al Orjany Jilei Yang Yuliia Lut ... Xinyi Zheng Zachariah Douglas Vidita Nolkha P. Ahammad G. Samorodnitsky 42 2 0 21 Jul 2023
A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency Jiawei Shao Zijian Li Wenqiang Sun Tailin Zhou Yuchang Sun Lumin Liu Zehong Lin Yuyi Mao Jun Zhang FedML 50 23 0 20 Jul 2023
Unstoppable Attack: Label-Only Model Inversion via Conditional Diffusion Model Rongke Liu Dong Wang Yizhi Ren Zhen Wang Kaitian Guo Qianqian Qin Xiaolei Liu DiffM 32 12 0 17 Jul 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 39 49 0 16 Jul 2023
Exposing the Fake: Effective Diffusion-Generated Images Detection Ruipeng Ma Jinhao Duan Fei Kong Xiaoshuang Shi Kaidi Xu DiffM 30 30 0 12 Jul 2023
SoK: Comparing Different Membership Inference Attacks with a Comprehensive Benchmark Jun Niu Xiaoyan Zhu Moxuan Zeng Ge Zhang Qingyang Zhao ... Peng Liu Yulong Shen Xiaohong Jiang Jianfeng Ma Yuqing Zhang 52 3 0 12 Jul 2023
Memorization Through the Lens of Curvature of Loss Function Around Samples Isha Garg Deepak Ravikumar Kaushik Roy TDI 21 11 0 11 Jul 2023
Membership Inference Attacks on DNNs using Adversarial Perturbations Hassan Ali Adnan Qayyum Ala I. Al-Fuqaha Junaid Qadir AAML 43 3 0 11 Jul 2023
Ethicist: Targeted Training Data Extraction Through Loss Smoothed Soft Prompting and Calibrated Confidence Estimation Zhexin Zhang Jiaxin Wen Minlie Huang 38 32 0 10 Jul 2023
Scalable Membership Inference Attacks via Quantile Regression Martín Bertrán Shuai Tang Michael Kearns Jamie Morgenstern Aaron Roth Zhiwei Steven Wu MIACV 35 44 0 07 Jul 2023
Quantum Solutions to the Privacy vs. Utility Tradeoff Sagnik Chatterjee Vyacheslav Kungurtsev 19 0 0 06 Jul 2023
A Privacy-Preserving Walk in the Latent Space of Generative Models for Medical Applications M. Pennisi Federica Proietto Salanitri Giovanni Bellitto S. Palazzo Ulas Bagci C. Spampinato MedIm 36 6 0 06 Jul 2023