Is aggregation the only choice? Federated learning via layer-wise model recombination

• Main Authors: HU, Ming, YUE, Zhihao, XIE, Xiaofei, CHEN, Cheng Chen
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Federated learning; Model recombination; Non-IID; Generalization; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/9507; https://ink.library.smu.edu.sg/context/sis_research/article/10507/viewcontent/Is_Aggregation_the_Only_Choice__Federated_Learning_via_Layer_wise_Model_Recombination.pdf
• Institution: Singapore Management University

Although Federated Learning (FL) enables global model training Xiaofei Xie [e-mail] Singapore Management University Singapore, Singapore Xian Wei [e-mail] East China Normal University Shanghai, China Mingsong Chen∗ [e-mail] East China Normal University Shanghai, Chi...