2 papers
cs.LG2026
Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap
Sixing Tan, Xianmin Liu
Federated Continual Learning (FCL) leverages inter-client collaboration to better balance new knowledge acquisition and old knowledge retention on non-stationary data. However, exi…
cs.DC2024
Personalized Federated Learning on Data with Dynamic Heterogeneity under Limited Storage
Sixing Tan, Xianmin Liu
Recently, a large number of data sources opened up by informatization intensify the data heterogeneity, the faster speed of data generation and the gradual implementation of data r…