2025
FedSSI: Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence
ICML 2025spotlight
Continual Federated Learning (CFL) allows distributed devices to collaboratively learn novel concepts from continuously shifting training data while avoiding \textit{knowledge forgetting} of previously seen tasks. To tackle this challenge, most current CFL approaches rely on extensive rehearsal of p…