Federated Time-Series Representation Learning on USTD DM (H1)
0.551MSEFeDaL
Evaluation Results
| Method | Links | |
|---|---|---|
| FeDaLComm. Param#=110.41 MB2025.08 | 0.551 | |
| FFTSComm. Param#=118.94 MB2025.08 | 0.562 | |
| FedPerComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.08 | 0.565 | |
| FedRepComm. Param#=106.43 MB, Evaluation Protocol=personalized models after server averaging2025.08 | 0.569 | |
| StandaloneEvaluation Protocol=client-side evaluation without aggregation2025.08 | 0.571 | |
| FedProxComm. Param#=108.41 MB2025.08 | 0.583 | |
| FedAvgComm. Param#=108.41 MB2025.08 | 0.586 |