Long-Term Time Series Forecasting on WTH
0.139MSEIdealTSF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IdealTSFH=962025.12 | 0.139 | 0.192 | |
| -Mixer++H=962025.12 | 0.155 | 0.205 | |
| Twins*H=962025.12 | 0.161 | 0.201 | |
| -KANH=962025.12 | 0.162 | 0.208 | |
| iTrans*H=962025.12 | 0.174 | 0.214 | |
| IdealTSFH=1922025.12 | 0.176 | 0.23 | |
| PatchTSTH=962025.12 | 0.177 | 0.218 | |
| DLinearH=962025.12 | 0.196 | 0.255 | |
| SAM*H=962025.12 | 0.197 | 0.249 | |
| -Mixer++H=1922025.12 | 0.201 | 0.245 | |
| -KANH=1922025.12 | 0.207 | 0.249 | |
| Twins*H=1922025.12 | 0.211 | 0.248 | |
| IdealTSFH=3362025.12 | 0.216 | 0.263 | |
| PESD-TSFL=AVG2026.05 | 0.217 | 0.248 | |
| PESD-TSFPrediction Length (O)=AVG2026.05 | 0.217 | 0.248 | |
| TIMEBASEL=AVG2026.05 | 0.219 | 0.263 | |
| TIMEBRIDGEL=AVG2026.05 | 0.219 | 0.249 | |
| TIMEBRIDGEPrediction Length (O)=AVG2026.05 | 0.219 | 0.249 | |
| iTrans*H=1922025.12 | 0.221 | 0.254 | |
| DEFORM**L=AVG2026.05 | 0.222 | 0.262 | |
| PatchTSTH=1922025.12 | 0.225 | 0.259 | |
| TIMEMIXERL=AVG2026.05 | 0.226 | 0.264 | |
| PATCHTSTL=AVG2026.05 | 0.226 | 0.264 | |
| ITRANS*L=AVG2026.05 | 0.233 | 0.271 | |
| SAM*H=1922025.12 | 0.235 | 0.277 | |
| -Mixer++H=3362025.12 | 0.237 | 0.265 | |
| DLinearH=1922025.12 | 0.237 | 0.296 | |
| SPARSETSFL=AVG2026.05 | 0.244 | 0.286 | |
| -KANH=3362025.12 | 0.263 | 0.29 | |
| Twins*H=3362025.12 | 0.266 | 0.291 | |
| IdealTSFH=7202025.12 | 0.271 | 0.309 | |
| SAM*H=3362025.12 | 0.276 | 0.304 | |
| iTrans*H=3362025.12 | 0.278 | 0.296 | |
| DLinearH=3362025.12 | 0.283 | 0.359 | |
| PatchTSTH=3362025.12 | 0.293 | 0.297 | |
| -Mixer++H=7202025.12 | 0.312 | 0.334 | |
| SAM*H=7202025.12 | 0.334 | 0.342 | |
| -KANH=7202025.12 | 0.338 | 0.34 | |
| Twins*H=7202025.12 | 0.347 | 0.343 | |
| PatchTSTH=7202025.12 | 0.348 | 0.345 | |
| iTrans*H=7202025.12 | 0.358 | 0.347 | |
| DLinearH=7202025.12 | 0.381 | 0.487 |