LoRA and Privacy: When Random Projections Help (and When They Don’t)
Authors: Yaxi Hu, Johanna Düngler, Bernhard Schölkopf, Amartya Sanyal | Published: 2026-01-29
Privacy protection framework
Quantum Machine Learning for Cybersecurity: A Taxonomy and Future Directions
Authors: Siva Sai, Ishika Goyal, Shubham Sharma, Sri Harshita Manuri, Vinay Chamola, Rajkumar Buyya | Published: 2025-12-17
PerProb: Indirectly Evaluating Memorization in Large Language Models
Authors: Yihan Liao, Jacky Keung, Xiaoxue Ma, Jingyu Zhang, Yicheng Sun | Published: 2025-12-16
Differentially Private In-Context Learning with Nearest Neighbor Search
Authors: Antti Koskela, Tejas Kulkarni, Laith Zumot | Published: 2025-11-06
PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty
Authors: Jinwen He, Yiyang Lu, Zijin Lin, Kai Chen, Yue Zhao | Published: 2025-06-24
Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning
Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
Safeguard-by-Development: A Privacy-Enhanced Development Paradigm for Multi-Agent Collaboration Systems
Authors: Jian Cui, Zichuan Li, Luyi Xing, Xiaojing Liao | Published: 2025-05-07 | Updated: 2025-06-24
Generate-then-Verify: Reconstructing Data from Limited Published Statistics
Authors: Terrance Liu, Eileen Xiao, Adam Smith, Pratiksha Thaker, Zhiwei Steven Wu | Published: 2025-04-29 | Updated: 2025-06-11
On the Price of Differential Privacy for Hierarchical Clustering
Authors: Chengyuan Deng, Jie Gao, Jalaj Upadhyay, Chen Wang, Samson Zhou | Published: 2025-04-22
Protecting Confidentiality, Privacy and Integrity in Collaborative Learning
Authors: Dong Chen, Alice Dethise, Istemi Ekin Akkus, Ivica Rimac, Klaus Satzke, Antti Koskela, Marco Canini, Wei Wang, Ruichuan Chen | Published: 2024-12-11 | Updated: 2025-04-17