Practical attribute reconstruction attack against federated learning

• Main Authors: Chen, Chen, Lyu, Lingjuan, Yu, Han, Chen, Gang
• 其他作者: College of Computing and Data Science
• 格式: Article
• 語言: English
• 出版: 2024
• 主題: Computer and Information Science; Artificial intelligence; Federated learning
• 在線閱讀: https://hdl.handle.net/10356/179056
• 機構: 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...