Group Property Inference Attacks Against Graph Neural Networks
Authors: Xiuling Wang, Wendy Hui Wang | Published: 2022-09-02
Membership Inference
Membership Inference Attacks by Exploiting Loss Trajectory
Authors: Yiyong Liu, Zhengyu Zhao, Michael Backes, Yang Zhang | Published: 2022-08-31
Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models
Authors: Xinlei He, Zheng Li, Weilin Xu, Cory Cornelius, Yang Zhang | Published: 2022-08-22
Machine Learning with Confidential Computing: A Systematization of Knowledge
Authors: Fan Mo, Zahra Tarkhani, Hamed Haddadi | Published: 2022-08-22 | Updated: 2024-06-03
Inferring Sensitive Attributes from Model Explanations
Authors: Vasisht Duddu, Antoine Boutet | Published: 2022-08-21 | Updated: 2022-09-07
On the Evaluation of User Privacy in Deep Neural Networks using Timing Side Channel
Authors: Shubhi Shukla, Manaar Alam, Sarani Bhattacharya, Debdeep Mukhopadhyay, Pabitra Mitra | Published: 2022-08-01 | Updated: 2024-02-17
Membership Inference Attacks via Adversarial Examples
Authors: Hamid Jalalzai, Elie Kadoche, Rémi Leluc, Vincent Plassier | Published: 2022-07-27 | Updated: 2022-11-23
Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning
Authors: Xinlei He, Hongbin Liu, Neil Zhenqiang Gong, Yang Zhang | Published: 2022-07-25
RelaxLoss: Defending Membership Inference Attacks without Losing Utility
Authors: Dingfan Chen, Ning Yu, Mario Fritz | Published: 2022-07-12
Matryoshka: Stealing Functionality of Private ML Data by Hiding Models in Model
Authors: Xudong Pan, Yifan Yan, Shengyao Zhang, Mi Zhang, Min Yang | Published: 2022-06-29