Defending Diffusion Models Against Membership Inference Attacks via Higher-Order Langevin Dynamics
Authors: Benjamin Sterling, Yousef El-Laham, Mónica F. Bugallo | Published: 2025-09-17
プライバシー分析
Differential Privacy in Federated Learning: Mitigating Inference Attacks with Randomized Response
Authors: Ozer Ozturk, Busra Buyuktanir, Gozde Karatas Baydogmus, Kazim Yildiz | Published: 2025-09-17
Evaluating the Defense Potential of Machine Unlearning against Membership Inference Attacks
Authors: Aristeidis Sidiropoulos, Christos Chrysanthos Nikolaidis, Theodoros Tsiolakis, Nikolaos Pavlidis, Vasilis Perifanis, Pavlos S. Efraimidis | Published: 2025-08-22 | Updated: 2025-09-17
Privacy Leaks by Adversaries: Adversarial Iterations for Membership Inference Attack
Authors: Jing Xue, Zhishen Sun, Haishan Ye, Luo Luo, Xiangyu Chang, Ivor Tsang, Guang Dai | Published: 2025-06-03
Pr$εε$mpt: Sanitizing Sensitive Prompts for LLMs
Authors: Amrita Roy Chowdhury, David Glukhov, Divyam Anshumaan, Prasad Chalasani, Nicolas Papernot, Somesh Jha, Mihir Bellare | Published: 2025-04-07
Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI
Authors: Dawood Wasif, Dian Chen, Sindhuja Madabushi, Nithin Alluru, Terrence J. Moore, Jin-Hee Cho | Published: 2025-03-20
Unveiling Privacy Risks in LLM Agent Memory
Authors: Bo Wang, Weiyi He, Shenglai Zeng, Zhen Xiang, Yue Xing, Jiliang Tang, Pengfei He | Published: 2025-02-17 | Updated: 2025-06-03
Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting
Authors: Jan Schuchardt, Mina Dalirrooyfard, Jed Guzelkabaagac, Anderson Schneider, Yuriy Nevmyvaka, Stephan Günnemann | Published: 2025-02-04 | Updated: 2025-05-29
Reconstruction of Differentially Private Text Sanitization via Large Language Models
Authors: Shuchao Pang, Zhigang Lu, Haichen Wang, Peng Fu, Yongbin Zhou, Minhui Xue | Published: 2024-10-16 | Updated: 2025-09-18
Data Reconstruction Attacks and Defenses: A Systematic Evaluation
Authors: Sheng Liu, Zihan Wang, Yuxiao Chen, Qi Lei | Published: 2024-02-13 | Updated: 2025-03-22