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ResearchFormerly WizWand

Federated Time-Series Representation Learning on USTD DM (H2)

0.511MSEFeDaL
0.507760.529630.55150.57337Aug 6, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FeDaLComm. Param#=110.41 MB2025.080.511
FFTSComm. Param#=118.94 MB2025.080.531
StandaloneEvaluation Protocol=client-side evaluation without aggregation2025.080.567
FedProxComm. Param#=108.41 MB2025.080.586
FedPerComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.080.588
FedAvgComm. Param#=108.41 MB2025.080.592
FedRepComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.080.592