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ResearchFormerly WizWand

Federated Time-Series Representation Learning on USTD DM (H1)

0.551MSEFeDaL
0.54960.559050.56850.57795Aug 6, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FeDaLComm. Param#=110.41 MB2025.080.551
FFTSComm. Param#=118.94 MB2025.080.562
FedPerComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.080.565
FedRepComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.080.569
StandaloneEvaluation Protocol=client-side evaluation without aggregation2025.080.571
FedProxComm. Param#=108.41 MB2025.080.583
FedAvgComm. Param#=108.41 MB2025.080.586