Time Series Point Forecasting on ETTh1 TSLib (test)
0.372MSEFedTRL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedTRLLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true, Adaptation epochs=12026.04 | 0.372 | 0.399 | |
| PatchTSTLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.413 | 0.43 | |
| DLinearLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.422 | 0.437 | |
| TimeMixerLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.448 | 0.443 | |
| TimesNetLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.458 | 0.45 | |
| iTransformerLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.474 | 0.476 | |
| TimeXerLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.491 | 0.489 | |
| LightTSLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.491 | 0.479 | |
| AutoformerLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.496 | 0.487 | |
| StationaryLook-back window=512, Forecasting horizons={96, 192, 336, 720}, Full-shot adaptation=true2026.04 | 0.57 | 0.537 |