Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition

Xinghao Wu, Xuefeng Liu, Jianwei Niu +4

To address data heterogeneity, the key strategy of Personalized Federated Learning (PFL) is to decouple general knowledge (shared among clients) and client-specific knowledge, as t…