Adv-CPG: A Customized Portrait Generation Framework with Facial Adversarial Attacks
Authors: Junying Wang, Hongyuan Zhang, Yuan Yuan | Published: 2025-03-11
Privacy Protection
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models
Authors: Jiang Zhang, Rohan Xavier Sequeira, Konstantinos Psounis | Published: 2025-03-05 | Updated: 2025-04-07
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
Evaluating Membership Inference Attacks in heterogeneous-data setups
Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28
LegalGuardian: A Privacy-Preserving Framework for Secure Integration of Large Language Models in Legal Practice
Authors: M. Mikail Demir, Hakan T. Otal, M. Abdullah Canbaz | Published: 2025-01-19
A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy
Authors: Huandong Wang, Wenjie Fu, Yingzhou Tang, Zhilong Chen, Yuxi Huang, Jinghua Piao, Chen Gao, Fengli Xu, Tao Jiang, Yong Li | Published: 2025-01-16
Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography
Authors: Ilia Shumailov, Daniel Ramage, Sarah Meiklejohn, Peter Kairouz, Florian Hartmann, Borja Balle, Eugene Bagdasarian | Published: 2025-01-15
Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack
Authors: Sagiv Antebi, Edan Habler, Asaf Shabtai, Yuval Elovici | Published: 2025-01-14
TAPFed: Threshold Secure Aggregation for Privacy-Preserving Federated Learning
Authors: Runhua Xu, Bo Li, Chao Li, James B. D. Joshi, Shuai Ma, Jianxin Li | Published: 2025-01-09
AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning
Authors: Meryem Malak Dif, Mouhamed Amine Bouchiha, Mourad Rabah, Yacine Ghamri-Doudane | Published: 2025-01-08