#perturbations News & Analysis

Structure-Aware Distributed Backdoor Attacks in Federated Learning

Researchers have discovered that model architecture significantly affects the success of backdoor attacks in federated learning systems. The study introduces new metrics to measure model vulnerability and develops a framework showing that certain network structures can amplify malicious perturbations even with minimal poisoning.