Membership inference vulnerabilities in peer-to-peer federated learning

• المؤلفون الرئيسيون: Luqman, Alka, Chattopadhyay, Anupam, Lam Kwok-Yan
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Federated Learning; Neural Networks
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/173390
• المؤسسة: 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...