Decoding FL Defenses: Systemization, Pitfalls, and Remedies

Momin Ahmad Khan, Virat Shejwalkar, Yasra Chandio +2

While the community has designed various defenses to counter the threat of poisoning attacks in Federated Learning (FL), there are no guidelines for evaluating these defenses. Thes…