Multivariate Time-series Forecasting on Solar (test)
0.03MAEStemGNN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| StemGNN2021.03 | 0.03 | 0.07 | 11.55 | — | — | — | |
| SFM2021.03 | 0.05 | 0.09 | 13.4 | — | — | — | |
| GraphWaveNet2021.03 | 0.05 | 0.09 | 18.12 | — | — | — | |
| TCN2021.03 | 0.06 | 0.06 | 21.1 | — | — | — | |
| DeepState2021.03 | 0.06 | 0.25 | 19.4 | — | — | — | |
| LSTNet2021.03 | 0.07 | 0.19 | 19.13 | — | — | — | |
| N-BEATS2021.03 | 0.09 | 0.15 | 23.53 | — | — | — | |
| DeepGLO2021.03 | 0.09 | 0.14 | 21.6 | — | — | — | |
| FreTSInput length=12, Prediction length=122023.11 | 0.12 | 0.162 | — | — | — | — | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.123 | 0.214 | — | — | — | — | |
| FC-LSTM2021.03 | 0.13 | 0.19 | 27.01 | — | — | — | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.139 | 0.182 | — | — | — | — | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.148 | 0.2 | — | — | — | — | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.15 | 0.193 | — | — | — | — | |
| InformerInput length=12, Prediction length=122023.11 | 0.151 | 0.199 | — | — | — | — | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.151 | 0.207 | — | — | — | — | |
| SFMInput length=12, Prediction length=122023.11 | 0.161 | 0.283 | — | — | — | — | |
| TCNInput length=12, Prediction length=122023.11 | 0.176 | 0.222 | — | — | — | — | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.176 | 0.222 | — | — | — | — | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.178 | 0.4 | — | — | — | — | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.183 | 0.238 | — | — | — | — | |
| VARInput length=12, Prediction length=122023.11 | 0.184 | 0.234 | — | — | — | — | |
| Bi-Mamba+Prediction Length=962024.04 | 0.222 | — | — | 0.184 | — | — | |
| MinusformerInput Length=336, Prediction Length=962024.02 | 0.222 | — | — | 0.181 | 8.58 | — | |
| ReformerInput length=12, Prediction length=122023.11 | 0.234 | 0.292 | — | — | — | — | |
| iTransformerInput Length=96, Prediction Length=962024.02 | 0.237 | — | — | 0.203 | — | — | |
| Bi-Mamba+Prediction Length=1922024.04 | 0.254 | — | — | 0.225 | — | — | |
| Bi-Mamba+Prediction Length=3362024.04 | 0.27 | — | — | 0.249 | — | — | |
| Bi-Mamba+Prediction Length=7202024.04 | 0.273 | — | — | 0.25 | — | — | |
| DLinear2026.02 | — | — | — | 0.33 | — | — | |
| iTransformer2026.02 | — | — | — | 0.233 | — | — | |
| OLinear2026.02 | — | — | — | 0.215 | — | — | |
| PatchTST2026.02 | — | — | — | 0.287 | — | — | |
| RoPE2026.02 | — | — | — | 0.214 | — | — | |
| StretchTime2026.02 | — | — | — | 0.195 | — | — | |
| TimeMixer2026.02 | — | — | — | 0.216 | — | — | |
| TimeMixer++2026.02 | — | — | — | 0.203 | — | — | |
| TimesNet2026.02 | — | — | — | 0.403 | — | — |