Practical attribute reconstruction attack against federated learning

• المؤلفون الرئيسيون: Chen, Chen, Lyu, Lingjuan, Yu, Han, Chen, Gang
• مؤلفون آخرون: College of Computing and Data Science
• التنسيق: مقال
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Artificial intelligence; Federated learning
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/179056
• المؤسسة: Nanyang Technological University

Existing federated learning (FL) designs have been shown to exhibit vulnerabilities which can be exploited by adversaries to compromise data privacy. However, most current works conduct attacks by leveraging gradients calculated on a small batch of data. This setting is not realistic as gradients ar...