Time Series Forecasting on ETTh1 (MASE)
0.79MASENatSRstable
Evaluation Results
| Method | Links | |
|---|---|---|
| NatSRstablePred. Len=12026.01 | 0.79 | |
| DER++Pred. Len=12026.01 | 0.82 | |
| ERPred. Len=12026.01 | 0.83 | |
| OneNetMAEPred. Len=12026.01 | 0.83 | |
| NatSRfastPred. Len=12026.01 | 0.83 | |
| OneNetPred. Len=12026.01 | 0.86 | |
| OGDPred. Len=12026.01 | 0.87 | |
| FSNETMAEPred. Len=12026.01 | 0.92 | |
| FSNETPred. Len=12026.01 | 0.93 | |
| NatSRstablePred. Len=242026.01 | 0.97 | |
| interPDNForecast Horizon=962025.11 | 0.976 | |
| xPatchForecast Horizon=962025.11 | 0.994 | |
| PatchTSTForecast Horizon=962025.11 | 1.005 | |
| interPDNForecast Horizon=1922025.11 | 1.026 | |
| xPatchForecast Horizon=1922025.11 | 1.037 | |
| FSNETPred. Len=242026.01 | 1.05 | |
| interPDNForecast Horizon=avg2025.11 | 1.069 | |
| interPDNForecast Horizon=3362025.11 | 1.075 | |
| FSNETMAEPred. Len=242026.01 | 1.08 | |
| xPatchForecast Horizon=avg2025.11 | 1.083 | |
| xPatchForecast Horizon=3362025.11 | 1.089 | |
| TimesNetForecast Horizon=962025.11 | 1.118 | |
| NatSRstablePred. Len=482026.01 | 1.12 | |
| PatchTSTForecast Horizon=1922025.11 | 1.127 | |
| PatchTSTForecast Horizon=avg2025.11 | 1.132 | |
| iTransformerForecast Horizon=962025.11 | 1.14 | |
| FSNETPred. Len=482026.01 | 1.15 | |
| FSNETMAEPred. Len=482026.01 | 1.16 | |
| TimesNetForecast Horizon=1922025.11 | 1.181 | |
| PatchTSTForecast Horizon=3362025.11 | 1.188 | |
| TimesNetForecast Horizon=avg2025.11 | 1.197 | |
| interPDNForecast Horizon=7202025.11 | 1.199 | |
| TimesNetForecast Horizon=3362025.11 | 1.2 | |
| PatchTSTForecast Horizon=7202025.11 | 1.209 | |
| xPatchForecast Horizon=7202025.11 | 1.211 | |
| iTransformerForecast Horizon=1922025.11 | 1.235 | |
| iTransformerForecast Horizon=avg2025.11 | 1.257 | |
| TimesNetForecast Horizon=7202025.11 | 1.287 | |
| iTransformerForecast Horizon=3362025.11 | 1.295 | |
| iTransformerForecast Horizon=7202025.11 | 1.359 | |
| NatSRfastPred. Len=482026.01 | 1.37 | |
| OneNetMAEPred. Len=242026.01 | 1.38 | |
| OneNetPred. Len=482026.01 | 1.38 | |
| OneNetMAEPred. Len=482026.01 | 1.39 | |
| NatSRfastPred. Len=242026.01 | 1.4 | |
| OneNetPred. Len=242026.01 | 1.42 | |
| ERPred. Len=482026.01 | 1.42 | |
| DER++Pred. Len=482026.01 | 1.42 | |
| DER++Pred. Len=242026.01 | 1.45 | |
| OGDPred. Len=482026.01 | 1.46 | |
| ERPred. Len=242026.01 | 1.49 | |
| OGDPred. Len=242026.01 | 1.5 |