SFMTL-Graph builds a dynamic client similarity graph, partitions it with Louvain community detection, and restricts federated model aggregation to within communities to personalize learning while cutting communication.
Federated learning for industrial internet of things in future industries,
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Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning Approach
SFMTL-Graph builds a dynamic client similarity graph, partitions it with Louvain community detection, and restricts federated model aggregation to within communities to personalize learning while cutting communication.