Membership Inference Attacks against Machine Learning Models

18 October 2016

Papers citing "Membership Inference Attacks against Machine Learning Models"

50 / 2,051 papers shown

Title
A Unified and Scalable Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability Jie Zhu Jirong Zha Ding Li Leye Wang 31 0 0 15 May 2025
On the interplay of Explainability, Privacy and Predictive Performance with Explanation-assisted Model Extraction Fatima Ezzeddine Rinad Akel Ihab Sbeity Silvia Giordano Marc Langheinrich Omran Ayoub SILM 34 0 0 13 May 2025
Inference Attacks for X-Vector Speaker Anonymization L. A. Bauer Wenxuan Bao Malvika Jadhav Vincent Bindschaedler 22 0 0 13 May 2025
Online Learning and Unlearning Yaxi Hu Bernhard Schölkopf Amartya Sanyal MU OnRL 45 0 0 13 May 2025
Securing Genomic Data Against Inference Attacks in Federated Learning Environments Chetan Pathade Shubham Patil 31 0 0 12 May 2025
AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation Heqing Ren Chao Feng Alberto Huertas Burkhard Stiller 21 0 0 11 May 2025
PRUNE: A Patching Based Repair Framework for Certiffable Unlearning of Neural Networks Xuzhao Li Jingyi Wang Xiaohan Yuan Peixin Zhang Zhanyue Qin Zhibo Wang Kui Ren AAML MU 52 0 0 10 May 2025
Efficient Full-Stack Private Federated Deep Learning with Post-Quantum Security Yiwei Zhang R. Behnia A. Yavuz Reza Ebrahimi E. Bertino FedML 31 0 0 09 May 2025
Crowding Out The Noise: Algorithmic Collective Action Under Differential Privacy Rushabh Solanki Meghana Bhange Ulrich Aïvodji Elliot Creager 29 0 0 09 May 2025
WaterDrum: Watermarking for Data-centric Unlearning Metric Xinyang Lu Xinyuan Niu Gregory Kang Ruey Lau Bui Thi Cam Nhung Rachael Hwee Ling Sim Fanyu Wen Chuan-Sheng Foo Szu Hui Ng Bryan Kian Hsiang Low MU 61 0 0 08 May 2025
Izhikevich-Inspired Temporal Dynamics for Enhancing Privacy, Efficiency, and Transferability in Spiking Neural Networks Ayana Moshruba Hamed Poursiami Maryam Parsa 32 0 0 07 May 2025
A Proposal for Evaluating the Operational Risk for ChatBots based on Large Language Models Pedro Pinacho-Davidson Fernando Gutierrez Pablo Zapata Rodolfo Vergara Pablo Aqueveque SILM 56 0 0 07 May 2025
DMRL: Data- and Model-aware Reward Learning for Data Extraction Zhiqiang Wang Ruoxi Cheng 31 0 0 07 May 2025
OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models Xiaoyu Xu Minxin Du Qingqing Ye Haibo Hu MU 57 0 0 07 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 77 0 0 06 May 2025
Automatic Calibration for Membership Inference Attack on Large Language Models Saleh Zare Zade Yao Qiang Xiangyu Zhou Hui Zhu Mohammad Amin Roshani Prashant Khanduri Dongxiao Zhu 37 1 0 06 May 2025
Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review Sonal Allana Mohan Kankanhalli Rozita Dara 32 0 0 05 May 2025
A Survey on Privacy Risks and Protection in Large Language Models Kang Chen Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu AILaw PILM 168 0 0 04 May 2025
Towards Trustworthy Federated Learning with Untrusted Participants Youssef Allouah R. Guerraoui John Stephan FedML 55 0 0 03 May 2025
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 55 0 0 02 May 2025
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 166 0 0 02 May 2025
Revisiting Data Auditing in Large Vision-Language Models Hongyu Zhu Sichu Liang Luu Anh Tuan Boheng Li Tongxin Yuan Fangqi Li Shilin Wang Zhuosheng Zhang VLM 203 0 0 25 Apr 2025
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Rob Romijnders Stefanos Laskaridis Ali Shahin Shamsabadi Hamed Haddadi 64 0 0 25 Apr 2025
DeSIA: Attribute Inference Attacks Against Limited Fixed Aggregate Statistics Yifeng Mao Bozhidar Stevanoski Yves-Alexandre de Montjoye 52 0 0 25 Apr 2025
Beyond Public Access in LLM Pre-Training Data Sruly Rosenblat Tim O'Reilly Ilan Strauss MLAU 62 0 0 24 Apr 2025
GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework Yacine Belal Mohamed Maouche Sonia Ben Mokhtar Anthony Simonet-Boulogne 39 0 0 24 Apr 2025
Engineering the Law-Machine Learning Translation Problem: Developing Legally Aligned Models Mathias Hanson Gregory Lewkowicz Sam Verboven AILaw ELM 74 1 0 23 Apr 2025
MCMC for Bayesian estimation of Differential Privacy from Membership Inference Attacks Ceren Yildirim Kamer Kaya Sinan Yildirim Erkay Savas 33 0 0 23 Apr 2025
Beyond Anonymization: Object Scrubbing for Privacy-Preserving 2D and 3D Vision Tasks Murat Bilgehan Ertan Ronak Sahu Phuong Ha Nguyen Kaleel Mahmood Marten van Dijk 29 0 0 23 Apr 2025
aiXamine: Simplified LLM Safety and Security Fatih Deniz Dorde Popovic Yazan Boshmaf Euisuh Jeong M. Ahmad Sanjay Chawla Issa M. Khalil ELM 80 0 0 21 Apr 2025
Verifying Robust Unlearning: Probing Residual Knowledge in Unlearned Models Hao Xuan Xingyu Li AAML MU 48 0 0 21 Apr 2025
A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs Yihan Lin Zhirong Bella Yu Simon Lee SyDa 51 0 0 20 Apr 2025
ArtistAuditor: Auditing Artist Style Pirate in Text-to-Image Generation Models Linkang Du Zheng Zhu M. Chen Zhou Su S. Ji Peng Cheng Jiming Chen Zhikun Zhang DiffM WIGM MLAU 71 0 0 17 Apr 2025
SHA256 at SemEval-2025 Task 4: Selective Amnesia -- Constrained Unlearning for Large Language Models via Knowledge Isolation Saransh Agrawal Kuan-Hao Huang MU KELM 59 0 0 17 Apr 2025
On Linear Representations and Pretraining Data Frequency in Language Models Jack Merullo Noah A. Smith Sarah Wiegreffe Yanai Elazar 40 0 0 16 Apr 2025
The Obvious Invisible Threat: LLM-Powered GUI Agents' Vulnerability to Fine-Print Injections Chong Chen Zhiping Zhang Bingcan Guo Shang Ma Ibrahim Khalilov ... Yanfang Ye Ziang Xiao Yaxing Yao Tianshi Li T. Li AAML LLMAG SILM 46 2 0 15 Apr 2025
ICAFS: Inter-Client-Aware Feature Selection for Vertical Federated Learning Ruochen Jin Boning Tong Shu Yang Bojian Hou Li Shen 31 0 0 15 Apr 2025
Privacy Preservation in Gen AI Applications S. M. Sani Ram Sundhar K Shaju Rakshana M Ganesh R Balavedhaa S Thiruvaazhi U 33 0 0 12 Apr 2025
Preserving Privacy Without Compromising Accuracy: Machine Unlearning for Handwritten Text Recognition Lei Kang Xuanshuo Fu Lluís Gómez Alicia Fornés Ernest Valveny Dimosthenis Karatzas MU 42 0 0 11 Apr 2025
$SAEs $\textit{Can}$ Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs$ SAEs $\textit{Can}$ Improve Unlearning: Dynamic Sparse Autoencoder Guardrails for Precision Unlearning in LLMs Aashiq Muhamed Jacopo Bonato Mona Diab Virginia Smith MU 66 0 0 11 Apr 2025
The Importance of Being Discrete: Measuring the Impact of Discretization in End-to-End Differentially Private Synthetic Data Georgi Ganev Meenatchi Sundaram Muthu Selva Annamalai Sofiane Mahiou Emiliano De Cristofaro 24 2 0 09 Apr 2025
Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients Alessio Mora Carlo Mazzocca R. Montanari Paolo Bellavista MU 21 0 0 08 Apr 2025
Sharpness-Aware Parameter Selection for Machine Unlearning Saber Malekmohammadi Hong kyu Lee Li Xiong MU 178 0 0 08 Apr 2025
Measuring Déjà vu Memorization Efficiently Narine Kokhlikyan Bargav Jayaraman Florian Bordes Chuan Guo Kamalika Chaudhuri 30 1 0 08 Apr 2025
StyleRec: A Benchmark Dataset for Prompt Recovery in Writing Style Transformation Shenyang Liu Yang Gao Shaoyan Zhai Liqiang Wang 32 0 0 06 Apr 2025
Your Image Generator Is Your New Private Dataset Nicolo Resmini Eugenio Lomurno Cristian Sbrolli Matteo Matteucci 31 0 0 06 Apr 2025
Disparate Privacy Vulnerability: Targeted Attribute Inference Attacks and Defenses Ehsanul Kabir Lucas Craig Shagufta Mehnaz MIACV AAML 43 0 0 05 Apr 2025
A Perplexity and Menger Curvature-Based Approach for Similarity Evaluation of Large Language Models Yuantao Zhang Zhankui Yang AAML 38 0 0 05 Apr 2025
Secure Generalization through Stochastic Bidirectional Parameter Updates Using Dual-Gradient Mechanism Shourya Goel Himanshi Tibrewal Anant Jain Anshul Pundhir Pravendra Singh FedML 48 0 0 03 Apr 2025
ESC: Erasing Space Concept for Knowledge Deletion Tae-Young Lee Sundong Park M. Jeon Hyoseok Hwang Gyeong-Moon Park KELM MU 42 0 0 03 Apr 2025