OvA-LP: A Simple and Efficient Framework for Federated Learning on Non-IID Data

Dongjin Park, Hasung Yeo, Joon-Woo Lee

Federated fine-tuning (FFT) adapts foundation models to decentralized data but remains fragile under heterogeneous client distributions due to local drift, i.e., client-level updat…