FedKNOW: Federated Continual Learning with Signature Task Knowledge Integration at Edge

no code implementations • 4 Dec 2022 • Yaxin Luopan, Rui Han, Qinglong Zhang, Chi Harold Liu, Guoren Wang

Upon training for a new task, the gradient integrator ensures the prevention of catastrophic forgetting and mitigation of negative knowledge transfer by effectively combining signature tasks identified from the past local tasks and other clients' current tasks through the global model.

Continual Learning Transfer Learning