Multivariate Time Series Forecasting on Weather standard (test)
0.161MSEModernTCN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ModernTCNHorizon=962025.12 | 0.161 | 0.214 | |
| TimeCMAInput Sequence Length=96, Prediction Length=962024.06 | 0.167 | 0.211 | |
| Lite-STGNNHorizon=962025.12 | 0.171 | 0.237 | |
| Lite-STGNNHorizon=1922025.12 | 0.209 | 0.273 | |
| NPMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.215 | 0.254 | |
| TimeMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.222 | 0.262 | |
| TSMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.225 | 0.264 | |
| PatchTSTLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.226 | 0.264 | |
| Lite-STGNNHorizon=Mean2025.12 | 0.239 | 0.294 | |
| FredformerPrediction Length=Avg, Input sequence length=962024.06 | 0.246 | 0.272 | |
| TimeCMAInput Sequence Length=96, Prediction Length=Avg2024.06 | 0.25 | 0.276 | |
| Lite-STGNNHorizon=3362025.12 | 0.256 | 0.309 | |
| iTransformerPrediction Length=Avg, Input sequence length=962024.06 | 0.258 | 0.279 | |
| TimesNetLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.259 | 0.287 | |
| DLinearPrediction Length=Avg, Input sequence length=962024.06 | 0.265 | 0.317 | |
| Lite-STGNNHorizon=7202025.12 | 0.322 | 0.356 | |
| CrossformerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.406 | 0.442 |