Machine Learning · Computer Science
When Machine Learning Meets Privacy: A Survey and Outlook
Bo Liu, Ming Ding, Sina Shaham, Wenny Rahayu +2
2020-11-25
Machine Learning · Statistics
On the Protection of Private Information in Machine Learning Systems: Two Recent Approaches
Martín Abadi, Úlfar Erlingsson, Ian Goodfellow, H. Brendan McMahan +4
2018-12-12
Cryptography and Security · Computer Science
AI-Driven Anonymization: Protecting Personal Data Privacy While Leveraging Machine Learning
Le Yang, Miao Tian, Duan Xin, Qishuo Cheng +1
2024-02-28
Cryptography and Security · Computer Science
A Survey on Machine Unlearning: Techniques and New Emerged Privacy Risks
Hengzhu Liu, Ping Xiong, Tianqing Zhu, Philip S. Yu
2024-06-11
Cryptography and Security · Computer Science
Security and Privacy Considerations for Machine Learning Models Deployed in the Government and Public Sector (white paper)
Nader Sehatbakhsh, Ellie Daw, Onur Savas, Amin Hassanzadeh +1
2020-10-13
Machine Learning · Computer Science
Privacy in Deep Learning: A Survey
Fatemehsadat Mireshghallah, Mohammadkazem Taram, Praneeth Vepakomma, Abhishek Singh +2
2020-11-10
Cryptography and Security · Computer Science
Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions
Michele Miranda, Elena Sofia Ruzzetti, Andrea Santilli, Fabio Massimo Zanzotto +2
2025-02-11
Machine Learning · Computer Science
Privacy-preserving machine learning for healthcare: open challenges and future perspectives
Alejandro Guerra-Manzanares, L. Julian Lechuga Lopez, Michail Maniatakos, Farah E. Shamout
2024-10-01
Machine Learning · Computer Science
A Survey of Machine Unlearning
Thanh Tam Nguyen, Thanh Trung Huynh, Zhao Ren, Phi Le Nguyen +3
2024-09-18
Machine Learning · Computer Science
Balancing Privacy, Robustness, and Efficiency in Machine Learning
Youssef Allouah, Rachid Guerraoui, John Stephan
2025-06-27
Cryptography and Security · Computer Science
Towards the Science of Security and Privacy in Machine Learning
Nicolas Papernot, Patrick McDaniel, Arunesh Sinha, Michael Wellman
2016-11-14
Machine Learning · Computer Science
Personalized and Private Peer-to-Peer Machine Learning
Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi
2018-02-20