2025
Cross-Silo Feature Space Alignment for Federated Learning on Clients with Imbalanced Data
AAAI 2025technical
Data imbalance across clients in federated learning often leads to different local feature space partitions, harming the global model's generalization ability. Existing methods either employ knowledge distillation to guide consistent local training or performs procedures to calibrate local models be…