Membership inference vulnerabilities in peer-to-peer federated learning

• Main Authors: Luqman, Alka, Chattopadhyay, Anupam, Lam Kwok-Yan
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Federated Learning; Neural Networks
• Online Access: https://hdl.handle.net/10356/173390
• Institution: Nanyang Technological University

Federated learning is emerging as an efficient approach to exploit data silos that form due to regulations about data sharing and usage, thereby leveraging distributed resources to improve the learning of ML models. It is a fitting technology for cyber physical systems in applications like connected...