Federated multi-task learning with cross-device heterogeneous task subsets

• Published in: Journal of parallel and distributed computing Vol. 205; p. 105155
• Main Authors: Xin, Zewei, Li, Qinya, Niu, Chaoyue, Wu, Fan, Chen, Guihai
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.11.2025
• Subjects: Federated learning; Multi-task learning; Task set heterogeneity; Task set heterogeneity; Multi-task learning; Federated learning

Traditional Federated Learning (FL) predominantly focuses on task-consistent scenarios, assuming clients possess identical tasks or task sets. However, in multi-task scenarios, client task sets can vary greatly due to their operating environments, available resources, and hardware configurations. Co...