Gradients Look Alike: Sensitivity is Often Overestimated in DP-SGD
Authors: Anvith Thudi, Hengrui Jia, Casey Meehan, Ilia Shumailov, Nicolas Papernot | Published: 2023-07-01 | Updated: 2024-07-16
Privacy Analysis
Investigating the Effect of Misalignment on Membership Privacy in the White-box Setting
Authors: Ana-Maria Cretu, Daniel Jones, Yves-Alexandre de Montjoye, Shruti Tople | Published: 2023-06-08 | Updated: 2024-03-12
Security and Privacy Problems in Voice Assistant Applications: A Survey
Authors: Jingjin Li, Chao chen, Lei Pan, Mostafa Rahimi Azghadi, Hossein Ghodosi, Jun Zhang | Published: 2023-04-19
A Randomized Approach for Tight Privacy Accounting
Authors: Jiachen T. Wang, Saeed Mahloujifar, Tong Wu, Ruoxi Jia, Prateek Mittal | Published: 2023-04-17 | Updated: 2023-11-21
Privacy-Preserving Matrix Factorization for Recommendation Systems using Gaussian Mechanism
Authors: Sohan Salahuddin Mugdho, Hafiz Imtiaz | Published: 2023-04-11
Multi-step Jailbreaking Privacy Attacks on ChatGPT
Authors: Haoran Li, Dadi Guo, Wei Fan, Mingshi Xu, Jie Huang, Fanpu Meng, Yangqiu Song | Published: 2023-04-11 | Updated: 2023-11-01
Does Prompt-Tuning Language Model Ensure Privacy?
Authors: Shangyu Xie, Wei Dai, Esha Ghosh, Sambuddha Roy, Dan Schwartz, Kim Laine | Published: 2023-04-07 | Updated: 2023-04-15
On the Query Complexity of Training Data Reconstruction in Private Learning
Authors: Prateeti Mukherjee, Satya Lokam | Published: 2023-03-29 | Updated: 2024-01-11
DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling
Authors: Jianxin Wei, Ergute Bao, Xiaokui Xiao, Yin Yang | Published: 2022-10-18 | Updated: 2024-08-01
Privacy-Preserving Distributed Expectation Maximization for Gaussian Mixture Model using Subspace Perturbation
Authors: Qiongxiu Li, Jaron Skovsted Gundersen, Katrine Tjell, Rafal Wisniewski, Mads Græsbøll Christensen | Published: 2022-09-16