Cyclical Weight Consolidation: Towards Solving Catastrophic Forgetting in Serial Federated Learning

Haoyue Song, Jiacheng Wang, Liansheng Wang

Federated Learning (FL) has gained attention for addressing data scarcity and privacy concerns. While parallel FL algorithms like FedAvg exhibit remarkable performance, they face c…