Multivariate long-term series forecasting on Electricity (test)
0.121MSEKOSS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KOSSPrediction length (T)=3362025.12 | 0.121 | 0.177 | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=962022.11 | 0.126 | 0.221 | |
| PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=962022.11 | 0.126 | 0.221 | |
| PRformerInput length (L)=720, Prediction length (H)=962024.08 | 0.127 | 0.217 | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=962022.11 | 0.13 | 0.222 | |
| PatchTSTTraining Mode=Sup., Prediction Horizon=962022.11 | 0.13 | 0.222 | |
| KOSSPrediction length (T)=1922025.12 | 0.133 | 0.189 | |
| KOSSPrediction length (T)=Avg2025.12 | 0.136 | 0.194 | |
| KOSSPrediction length (T)=962025.12 | 0.137 | 0.195 | |
| PENGUINPrediction horizon (H)=96, Look-back length (L)=3362025.08 | 0.137 | 0.236 | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=962022.11 | 0.138 | 0.237 | |
| PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=962022.11 | 0.138 | 0.237 | |
| SparseTSFHorizon=962024.05 | 0.138 | — | |
| S-MambaPrediction length (T)=962025.12 | 0.139 | 0.235 | |
| DLinearPrediction Length=962022.11 | 0.14 | 0.237 | |
| DLinearPrediction Horizon=962022.11 | 0.14 | 0.237 | |
| Bi-Mamba+Prediction Length=962024.04 | 0.14 | 0.238 | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=1922022.11 | 0.145 | 0.238 | |
| SparseTSFHorizon=1922024.05 | 0.146 | — | |
| N-HitsPrediction Length=962022.05 | 0.147 | 0.249 | |
| N-HiTSHorizon=962024.05 | 0.147 | — | |
| PENGUINPrediction horizon (H)=192, Look-back length (L)=3362025.08 | 0.147 | 0.243 | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=1922022.11 | 0.148 | 0.24 | |
| CATSForecast Horizon=96, Input Length=962024.05 | 0.149 | 0.237 | |
| CATSHorizon=96, Input Sequence Length=962024.05 | 0.149 | 0.237 | |
| VCformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.15 | 0.242 | |
| DLinearPrediction Length=1922022.11 | 0.153 | 0.249 | |
| TimeMixerForecast Horizon=96, Input Length=962024.05 | 0.153 | 0.247 | |
| TimeMixerHorizon=96, Input Sequence Length=962024.05 | 0.153 | 0.247 | |
| KOSSPrediction length (T)=7202025.12 | 0.153 | 0.215 | |
| FiLMPrediction Length=962022.05 | 0.154 | 0.267 | |
| iTransformerPrediction Length (H)=96, Look-back window (T)=962024.05 | 0.154 | 0.245 | |
| SAMformerHorizon (H)=96, SAM Training=true, Publication Year=20232024.02 | 0.155 | — | |
| Bi-Mamba+Prediction Length=1922024.04 | 0.155 | 0.253 | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=1922022.11 | 0.156 | 0.252 | |
| S-MambaPrediction length (T)=1922025.12 | 0.159 | 0.255 | |
| CATSHorizon=192, Input Sequence Length=962024.05 | 0.163 | 0.25 | |
| FiLMPrediction Length=1922022.05 | 0.164 | 0.258 | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=3362022.11 | 0.164 | 0.256 | |
| SparseTSFHorizon=3362024.05 | 0.164 | — | |
| ForecastGrapherInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.05 | 0.165 | 0.26 | |
| TimeMixerHorizon=192, Input Sequence Length=962024.05 | 0.166 | 0.256 | |
| N-HitsPrediction Length=1922022.05 | 0.167 | 0.269 | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=3362022.11 | 0.167 | 0.261 | |
| VCformerPrediction Length (H)=192, Look-back window (T)=962024.05 | 0.167 | 0.255 | |
| N-HiTSHorizon=1922024.05 | 0.167 | — | |
| SAMformerHorizon (H)=192, SAM Training=true, Publication Year=20232024.02 | 0.168 | — | |
| TimesnetForecast Horizon=96, Input Length=962024.05 | 0.168 | 0.272 | |
| TimesnetHorizon=96, Input Sequence Length=962024.05 | 0.168 | 0.272 | |
| DLinearPrediction Length=3362022.11 | 0.169 | 0.267 | |
| PENGUINPrediction horizon (H)=336, Look-back length (L)=3362025.08 | 0.169 | 0.266 | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=3362022.11 | 0.17 | 0.265 | |
| Bi-Mamba+Prediction Length=3362024.04 | 0.17 | 0.269 | |
| S-MambaPrediction length (T)=Avg2025.12 | 0.17 | 0.265 | |
| TSMixerHorizon (H)=96, SAM Training=true, Publication Year=20232024.02 | 0.171 | — | |
| TSMixerHorizon (H)=96, SAM Training=false, Publication Year=20232024.02 | 0.173 | — | |
| S-MambaPrediction length (T)=3362025.12 | 0.176 | 0.272 | |
| MICNForecast Horizon=96, Input Length=962024.05 | 0.18 | 0.293 | |
| VCformerPrediction Length (H)=336, Look-back window (T)=962024.05 | 0.182 | 0.27 | |
| TransformerHorizon (H)=96, SAM Training=false2024.02 | 0.182 | — | |
| FEDformerPrediction Length=962022.05 | 0.183 | 0.297 | |
| SAMformerHorizon (H)=336, SAM Training=true, Publication Year=20232024.02 | 0.183 | — | |
| N-HitsPrediction Length=3362022.05 | 0.186 | 0.29 | |
| FEDformerPrediction Length=962022.11 | 0.186 | 0.302 | |
| FEDformerPrediction Horizon=962022.11 | 0.186 | 0.302 | |
| FEDformerHorizon (H)=96, SAM Training=false, Publication Year=20222024.02 | 0.186 | — | |
| N-HiTSHorizon=3362024.05 | 0.186 | — | |
| FiLMPrediction Length=3362022.05 | 0.188 | 0.283 | |
| PatchTSTForecast Horizon=96, Input Length=962024.05 | 0.19 | 0.296 | |
| PatchTSTHorizon=96, Input Sequence Length=962024.05 | 0.19 | 0.296 | |
| TSMixerHorizon (H)=192, SAM Training=true, Publication Year=20232024.02 | 0.191 | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=7202022.11 | 0.193 | 0.291 | |
| PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=7202022.11 | 0.193 | 0.291 | |
| FEDformerPrediction Length=1922022.05 | 0.195 | 0.308 | |
| AutoformerPrediction Length=962022.11 | 0.196 | 0.313 | |
| AutoformerPrediction Horizon=962022.11 | 0.196 | 0.313 | |
| AutoformerHorizon (H)=96, SAM Training=false, Publication Year=20212024.02 | 0.196 | — | |
| FEDformerPrediction Length=1922022.11 | 0.197 | 0.311 | |
| StemGNNInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.05 | 0.197 | 0.3 | |
| FEDformerHorizon (H)=192, SAM Training=false, Publication Year=20222024.02 | 0.197 | — | |
| Bi-Mamba+Prediction Length=7202024.04 | 0.197 | 0.293 | |
| TSMixerHorizon (H)=336, SAM Training=true, Publication Year=20232024.02 | 0.198 | — | |
| FiLMForecast Horizon=96, Input Length=962024.05 | 0.198 | 0.274 | |
| PatchTSTHorizon=192, Input Sequence Length=962024.05 | 0.199 | 0.304 | |
| AutoformerPrediction Length=962022.05 | 0.201 | 0.317 | |
| AutoformerForecast Horizon=96, Input Length=962024.05 | 0.201 | 0.317 | |
| PatchTSTEvaluation Protocol=Supervised, Prediction Length=7202022.11 | 0.202 | 0.291 | |
| PatchTSTTraining Mode=Sup., Prediction Horizon=7202022.11 | 0.202 | 0.291 | |
| TransformerHorizon (H)=192, SAM Training=false2024.02 | 0.202 | — | |
| DLinearPrediction Length=7202022.11 | 0.203 | 0.301 | |
| DLinearPrediction Horizon=7202022.11 | 0.203 | 0.301 | |
| SparseTSFHorizon=7202024.05 | 0.203 | — | |
| TSMixerHorizon (H)=192, SAM Training=false, Publication Year=20232024.02 | 0.204 | — | |
| S-MambaPrediction length (T)=7202025.12 | 0.204 | 0.298 | |
| PENGUINPrediction horizon (H)=720, Look-back length (L)=3362025.08 | 0.207 | 0.298 | |
| PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=7202022.11 | 0.208 | 0.297 | |
| PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=7202022.11 | 0.208 | 0.297 | |
| DLinearForecast Horizon=96, Input Length=962024.05 | 0.21 | 0.302 | |
| Seasonal-naivePrediction Length=962022.05 | 0.211 | 0.278 | |
| AutoformerPrediction Length=1922022.11 | 0.211 | 0.324 |