From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Knowledge-Aware Evolution for Task-Free Streaming Federated Continual Learning with Arbitrary Class Overlap
Sixing Tan, Xianmin Liu
The paper introduces FedKACE, a method for federated continual learning that works without task labels and handles streaming data with overlapping classes by adaptively switching i…
cs.DC2025
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…