Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method

Bikang Pan, Wei Huang, Ye Shi

Integrating pretrained vision-language foundation models like CLIP into federated learning has attracted significant attention for enhancing generalization across diverse tasks. Ty…