2 papers
cs.CR2026
PCDM: A Diffusion-Based Data Poisoning Attack Against Federated Learning Systems
Wei Sun, Yijun Chen, Bo Gao +4
Federated learning (FL) is vulnerable to data poisoning attacks due to its distributed nature. Although recent GAN-based data poisoning methods have indicated the potential of usin…
cs.CR2026
A Model Consistency-Based Countermeasure to GAN-Based Data Poisoning Attack in Federated Learning
Wei Sun, Bo Gao, Ke Xiong +3
In federated learning (FL), although the original intention of available but not visible data is to allay data privacy concerns, it potentially brings new security threats, particu…