Multivariate Forecasting on Weather
0.0706MSERLinear
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0706 | 0.0974 | |
| GLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0716 | 0.094 | |
| DLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0783 | 0.1158 | |
| NLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0784 | 0.1127 | |
| TimeMixerHorizon=18, Input sequence length=962026.05 | 0.087 | 0.112 | |
| LeapTSHorizon=18, Input sequence length=962026.05 | 0.088 | 0.111 | |
| RLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0905 | 0.1247 | |
| GLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0909 | 0.1247 | |
| AmplifierHorizon=18, Input sequence length=962026.05 | 0.091 | 0.124 | |
| PatchTSTHorizon=18, Input sequence length=962026.05 | 0.092 | 0.122 | |
| iTransformerHorizon=18, Input sequence length=962026.05 | 0.093 | 0.12 | |
| TSMixerHorizon=18, Input sequence length=962026.05 | 0.097 | 0.151 | |
| AMDHorizon=18, Input sequence length=962026.05 | 0.098 | 0.137 | |
| TimesNetHorizon=18, Input sequence length=962026.05 | 0.102 | 0.148 | |
| DLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.104 | 0.1519 | |
| DLinearHorizon=18, Input sequence length=962026.05 | 0.105 | 0.154 | |
| NLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1056 | 0.1453 | |
| LeapTSInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.113 | 0.143 | |
| LeapTSHorizon=AVG, Input sequence length=962026.05 | 0.113 | 0.143 | |
| RLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1138 | 0.1566 | |
| AmplifierInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.114 | 0.151 | |
| AmplifierHorizon=AVG, Input sequence length=962026.05 | 0.114 | 0.151 | |
| TimeMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.115 | 0.151 | |
| TimeMixerHorizon=AVG, Input sequence length=962026.05 | 0.115 | 0.151 | |
| GLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1163 | 0.1602 | |
| iTransformerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.121 | 0.155 | |
| iTransformerHorizon=AVG, Input sequence length=962026.05 | 0.121 | 0.155 | |
| PatchTSTInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.125 | 0.164 | |
| TimesNetInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.125 | 0.175 | |
| PatchTSTHorizon=AVG, Input sequence length=962026.05 | 0.125 | 0.164 | |
| TimesNetHorizon=AVG, Input sequence length=962026.05 | 0.125 | 0.175 | |
| AMDInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.129 | 0.173 | |
| AMDHorizon=AVG, Input sequence length=962026.05 | 0.129 | 0.173 | |
| TSMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.13 | 0.195 | |
| TSMixerHorizon=AVG, Input sequence length=962026.05 | 0.13 | 0.195 | |
| NLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1357 | 0.1824 | |
| DLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1367 | 0.1937 | |
| SSCNNprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.139 | 0.175 | |
| SCNNprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.14 | 0.178 | |
| DLinearInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.14 | 0.197 | |
| DLinearHorizon=AVG, Input sequence length=962026.05 | 0.14 | 0.197 | |
| TimeMixerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.143 | 0.182 | |
| RLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.145 | 0.1936 | |
| GLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1457 | 0.1966 | |
| Crossformerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.15 | 0.194 | |
| PatchTSTprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.153 | 0.184 | |
| iTransformerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.158 | 0.19 | |
| DLinearprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.161 | 0.209 | |
| TimesNetprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.165 | 0.206 | |
| DLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1756 | 0.2386 | |
| NLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1761 | 0.2264 | |
| Autoformerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.185 | 0.231 | |
| RLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1878 | 0.2339 | |
| GLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1883 | 0.2385 | |
| AutoformerPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.201 | 0.2933 | |
| AutoformerPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2095 | 0.3033 | |
| DLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.216 | 0.2739 | |
| NLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2164 | 0.2595 | |
| DLinearBackbone=MLP-based, Normalization=TIFO*2026.02 | 0.224 | 0.271 | |
| PatchTSTForecast Length=Avg, Lookback Length=6722025.08 | 0.226 | 0.268 | |
| DLinearBackbone=MLP-based, Normalization=SAN2026.02 | 0.227 | 0.276 | |
| HGTS-FormerForecast Length=Avg, Lookback Length=6722025.08 | 0.23 | 0.262 | |
| DLinearBackbone=MLP-based, Normalization=TIFO2026.02 | 0.237 | 0.272 | |
| AutoformerPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2397 | 0.3202 | |
| RLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2404 | 0.2743 | |
| GLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2407 | 0.2764 | |
| QDFForecasting Horizon (T)=Avg2025.10 | 0.242 | 0.268 | |
| CI-TSMixer-BestForecast Horizon (FL)=3362023.06 | 0.243 | — | |
| iTransformerBackbone=Transformer-based, Normalization=TIFO*2026.02 | 0.244 | 0.282 | |
| CI-TSMixerForecast Horizon (FL)=3362023.06 | 0.246 | — | |
| iTransformerBackbone=Transformer-based, Normalization=TIFO2026.02 | 0.246 | 0.274 | |
| TQNetForecasting Horizon (T)=Avg2025.10 | 0.246 | 0.27 | |
| iTransformerBackbone=Transformer-based, Normalization=SAN2026.02 | 0.247 | 0.291 | |
| FreTSForecasting Horizon (T)=Avg2025.10 | 0.249 | 0.293 | |
| iTransformerBackbone=Transformer-based, Normalization=FAN2026.02 | 0.251 | 0.298 | |
| DLinearBackbone=MLP-based, Normalization=FAN2026.02 | 0.258 | 0.305 | |
| FredformerForecasting Horizon (T)=Avg2025.10 | 0.261 | 0.282 | |
| iTransformerBackbone=Transformer-based, Normalization=RevIN2026.02 | 0.263 | 0.288 | |
| MICNForecasting Horizon (T)=Avg2025.10 | 0.264 | 0.321 | |
| DLinearBackbone=MLP-based, Normalization=RevIN2026.02 | 0.265 | 0.317 | |
| PDFForecasting Horizon (T)=Avg2025.10 | 0.265 | 0.283 | |
| DLinearForecasting Horizon (T)=Avg2025.10 | 0.265 | 0.317 | |
| DLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2652 | 0.3192 | |
| AutoformerInput length I=96, Prediction length O=962021.06 | 0.266 | 0.336 | |
| NLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2664 | 0.2966 | |
| PatchTSTForecasting Horizon (T)=Avg2025.10 | 0.267 | 0.288 | |
| iTransformerForecasting Horizon (T)=Avg2025.10 | 0.269 | 0.289 | |
| TimesNetForecasting Horizon (T)=Avg2025.10 | 0.271 | 0.295 | |
| TiDEForecasting Horizon (T)=Avg2025.10 | 0.272 | 0.291 | |
| InformerInput length I=96, Prediction length O=962021.06 | 0.3 | 0.384 | |
| AutoformerPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.3004 | 0.3776 | |
| AutoformerInput length I=96, Prediction length O=1922021.06 | 0.307 | 0.367 | |
| RLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.3159 | 0.3271 | |
| CI-TSMixer-BestForecast Horizon (FL)=7202023.06 | 0.316 | — | |
| GLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.32 | 0.3334 | |
| CI-TSMixerForecast Horizon (FL)=7202023.06 | 0.323 | — | |
| DLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.3275 | 0.3667 | |
| NLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.3339 | 0.3437 | |
| AutoformerInput length I=96, Prediction length O=3362021.06 | 0.359 | 0.395 | |
| AutoformerPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.383 | 0.4171 |