Shunxin Guo

FedPAT: Federated Test-Time Adaptation via Prototype Affinity Topology

Federated Learning (FL) enables privacy-preserving collaboration among distributed clients in open-world environments, but its performance often degrades under data heterogeneity and unpredictable distribution shifts. Test-Time Adaptation (TTA) has recently been introduced into FL to leverage unlabe…