Long-term time-series forecasting on PEMS08 (test)
0.12MSEQDF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| QDFInput length=96, Forecast horizons=T=96, 192, 336, 720, Underlying forecast model=TQNet2025.10 | 0.12 | 0.221 | |
| DistDFInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.123 | 0.223 | |
| TimeBridgeInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.139 | 0.239 | |
| TQNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.139 | 0.24 | |
| iTransformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.149 | 0.247 | |
| iTransformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.149 | 0.247 | |
| TimesNetInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.152 | 0.243 | |
| TimesNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.152 | 0.243 | |
| MICNInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.153 | 0.258 | |
| MICNInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.153 | 0.258 | |
| FredformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.171 | 0.271 | |
| FredformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.171 | 0.271 | |
| FreTSInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.174 | 0.275 | |
| FreTSInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.174 | 0.275 | |
| PatchTSTInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.201 | 0.303 | |
| PatchTSTInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.201 | 0.303 | |
| PDFInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.21 | 0.301 | |
| DLinearInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.249 | 0.332 | |
| DLinearInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.249 | 0.332 | |
| TiDEInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.318 | 0.378 | |
| TiDEInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.318 | 0.378 |