Privacy Enhancing Technology

When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge?

Authors: Shang Wang, Tianqing Zhu, Dayong Ye, Wanlei Zhou | Published: 2024-10-20 | Updated: 2025-10-13
RAG
Poisoning attack on RAG
Privacy Enhancing Technology

ProxyGPT: Enabling User Anonymity in LLM Chatbots via (Un)Trustworthy Volunteer Proxies

Authors: Dzung Pham, Jade Sheffey, Chau Minh Pham, Amir Houmansadr | Published: 2024-07-11 | Updated: 2025-06-11
Privacy Enhancing Technology
Prompt Injection
Prompt leaking

Cross-Modal Safety Alignment: Is textual unlearning all you need?

Authors: Trishna Chakraborty, Erfan Shayegani, Zikui Cai, Nael Abu-Ghazaleh, M. Salman Asif, Yue Dong, Amit K. Roy-Chowdhury, Chengyu Song | Published: 2024-05-27 | Updated: 2025-10-14
Privacy Enhancing Technology
Calculation of Output Harmfulness
Large Language Model

Secret Collusion among Generative AI Agents: Multi-Agent Deception via Steganography

Authors: Sumeet Ramesh Motwani, Mikhail Baranchuk, Martin Strohmeier, Vijay Bolina, Philip H. S. Torr, Lewis Hammond, Christian Schroeder de Witt | Published: 2024-02-12 | Updated: 2025-04-14
Privacy Enhancing Technology
Prompt leaking
Digital Watermarking for Generative AI

Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey

Authors: Dongqi Fu, Wenxuan Bao, Ross Maciejewski, Hanghang Tong, Jingrui He | Published: 2023-07-10
Privacy Enhancing Technology
Membership Inference
Federated Learning

Differentially private sliced inverse regression in the federated paradigm

Authors: Shuaida He, Jiarui Zhang, Xin Chen | Published: 2023-06-10 | Updated: 2023-08-10
Sample Complexity
Privacy Enhancing Technology
Federated Learning

Differentially Private Selection from Secure Distributed Computing

Authors: Ivan Damgård, Hannah Keller, Boel Nelson, Claudio Orlandi, Rasmus Pagh | Published: 2023-06-07 | Updated: 2023-06-08
MPC Algorithm
Scalability Analysis
Privacy Enhancing Technology

Human-imperceptible, Machine-recognizable Images

Authors: Fusheng Hao, Fengxiang He, Yikai Wang, Fuxiang Wu, Jing Zhang, Jun Cheng, Dacheng Tao | Published: 2023-06-06
Watermarking
Privacy Enhancing Technology
Model Design and Accuracy

A Privacy-Preserving Federated Learning Approach for Kernel methods

Authors: Anika Hannemann, Ali Burak Ünal, Arjhun Swaminathan, Erik Buchmann, Mete Akgün | Published: 2023-06-05
MPC Algorithm
Privacy Enhancing Technology
Watermark Evaluation

FedCIP: Federated Client Intellectual Property Protection with Traitor Tracking

Authors: Junchuan Liang, Rong Wang | Published: 2023-06-02
Privacy Enhancing Technology
Intellectual Property Protection
Watermark Evaluation