FedOA regularizes personalized adapters toward the global model in feature space to improve OOD generalization in federated foundation models, but the proof is incomplete and the empirical gains are modest.
Heterogeneous lora for federated fine-tuning of on-device foundation models
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Federated Adapter on Foundation Models: An Out-Of-Distribution Approach
FedOA regularizes personalized adapters toward the global model in feature space to improve OOD generalization in federated foundation models, but the proof is incomplete and the empirical gains are modest.