Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models

22 August 2022

Zheng Li

Papers citing "Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models"

20 / 20 papers shown

Title
TDDBench: A Benchmark for Training data detection Zhihao Zhu Yi Yang Defu Lian 49 0 0 05 Nov 2024
Membership Inference Attacks Against In-Context Learning Rui Wen Z. Li Michael Backes Yang Zhang 37 6 0 02 Sep 2024
Forget to Flourish: Leveraging Machine-Unlearning on Pretrained Language Models for Privacy Leakage Md. Rafi Ur Rashid Jing Liu T. Koike-Akino Shagufta Mehnaz Ye Wang MU SILM 36 3 0 30 Aug 2024
Inside the Black Box: Detecting Data Leakage in Pre-trained Language Encoders Yuan Xin Z. Li Ning Yu Dingfan Chen Mario Fritz Michael Backes Yang Zhang PILM MIACV 34 2 0 20 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 32 3 0 21 Jul 2024
Learning-Based Difficulty Calibration for Enhanced Membership Inference Attacks Haonan Shi Ouyang Tu An Wang 13 1 0 10 Jan 2024
A Comprehensive Survey of Attack Techniques, Implementation, and Mitigation Strategies in Large Language Models Aysan Esmradi Daniel Wankit Yip C. Chan AAML 30 11 0 18 Dec 2023
Diffence: Fencing Membership Privacy With Diffusion Models Yuefeng Peng Ali Naseh Amir Houmansadr AAML 12 1 0 07 Dec 2023
Towards more Practical Threat Models in Artificial Intelligence Security Kathrin Grosse L. Bieringer Tarek R. Besold Alexandre Alahi 25 10 0 16 Nov 2023
Fundamental Limits of Membership Inference Attacks on Machine Learning Models Eric Aubinais Elisabeth Gassiat Pablo Piantanida MIACV 48 2 0 20 Oct 2023
Fine-Tuning Is All You Need to Mitigate Backdoor Attacks Zeyang Sha Xinlei He Pascal Berrang Mathias Humbert Yang Zhang AAML 13 33 0 18 Dec 2022
Provable Membership Inference Privacy Zachary Izzo Jinsung Yoon Sercan Ö. Arik James Y. Zou 31 5 0 12 Nov 2022
Membership Inference Attacks Against Text-to-image Generation Models Yixin Wu Ning Yu Zheng Li Michael Backes Yang Zhang DiffM 14 65 0 03 Oct 2022
Data Poisoning Attacks Against Multimodal Encoders Ziqing Yang Xinlei He Zheng Li Michael Backes Mathias Humbert Pascal Berrang Yang Zhang AAML 108 45 0 30 Sep 2022
Membership Inference Attacks by Exploiting Loss Trajectory Yiyong Liu Zhengyu Zhao Michael Backes Yang Zhang 16 98 0 31 Aug 2022
Auditing Membership Leakages of Multi-Exit Networks Zheng Li Yiyong Liu Xinlei He Ning Yu Michael Backes Yang Zhang AAML 17 32 0 23 Aug 2022
SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders Tianshuo Cong Xinlei He Yang Zhang 8 52 0 27 Jan 2022
Membership Inference Attack on Graph Neural Networks Iyiola E. Olatunji Wolfgang Nejdl Megha Khosla AAML 38 97 0 17 Jan 2021
Systematic Evaluation of Privacy Risks of Machine Learning Models Liwei Song Prateek Mittal MIACV 189 358 0 24 Mar 2020
Clean-Label Backdoor Attacks on Video Recognition Models Shihao Zhao Xingjun Ma Xiang Zheng James Bailey Jingjing Chen Yu-Gang Jiang AAML 185 252 0 06 Mar 2020