Federated Learning Under Temporal Drift -- Mitigating Catastrophic Forgetting via Experience Replay

Sahasra Kokkula, Daniel David, Aaditya Baruah

Federated Learning struggles under temporal concept drift where client data distributions shift over time. We demonstrate that standard FedAvg suffers catastrophic forgetting under…