Communication-Efficient and Personalized Federated Foundation Model Fine-Tuning via Tri-Matrix Adaptation

Yongle Li, Bo Liu, Sheng Huang +3

In federated learning, fine-tuning pre-trained foundation models poses significant challenges, particularly regarding high communication cost and suboptimal model performance due t…