Multivariate Time Series Forecasting on Electricity (test)
0.128MSEMinusformer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MinusformerInput Length=336, Prediction Length=962024.02 | 0.128 | — | — | 0.223 | 0.103 | — | |
| NLinear2025.11 | 0.147 | — | — | 0.239 | — | — | |
| iTransformerInput Length=96, Prediction Length=962024.02 | 0.148 | — | — | 0.24 | — | — | |
| TARFVAE2025.11 | 0.15 | — | — | 0.249 | — | — | |
| N-Hits2025.11 | 0.152 | — | — | 0.245 | — | — | |
| mr-Diff2025.11 | 0.155 | — | — | 0.252 | — | — | |
| NPMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.155 | — | — | 0.239 | — | — | |
| Lite-STGNNHorizon=962025.12 | 0.156 | — | — | 0.259 | — | — | |
| TimeMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.156 | — | — | 0.246 | — | — | |
| PatchTSTLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.159 | — | — | 0.253 | — | — | |
| TSMixerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.16 | — | — | 0.257 | — | — | |
| TQNetPrediction Horizon=Avg, Look-back length=962026.02 | 0.164 | — | — | 0.259 | — | — | |
| Lite-STGNNHorizon=1922025.12 | 0.164 | — | — | 0.267 | — | — | |
| ModernTCNHorizon=962025.12 | 0.165 | — | — | 0.264 | — | — | |
| TimesNetHorizon=962025.12 | 0.165 | — | — | 0.274 | — | — | |
| GTRPrediction Horizon=Avg, Look-back length=962026.02 | 0.166 | — | — | 0.26 | — | — | |
| PatchTSTHorizon=962025.12 | 0.168 | — | — | 0.278 | — | — | |
| SCINet2025.11 | 0.171 | — | — | 0.28 | — | — | |
| CALFInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.177 | — | — | 0.266 | — | — | |
| Lite-STGNNHorizon=Mean2025.12 | 0.178 | — | — | 0.28 | — | — | |
| iTransformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.178 | — | — | 0.27 | — | — | |
| Lite-STGNNHorizon=3362025.12 | 0.18 | — | — | 0.282 | — | — | |
| TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.182 | — | — | 0.272 | — | — | |
| EntroPEInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.182 | — | — | 0.271 | — | — | |
| DLinearHorizon=962025.12 | 0.183 | — | — | 0.272 | — | — | |
| FilterTSInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.184 | — | — | 0.275 | — | — | |
| CrossformerLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.186 | — | — | 0.283 | — | — | |
| RLinearHorizon=962025.12 | 0.187 | — | — | 0.271 | — | — | |
| TimesNetLook-back window size=Tuned from {96, 192, 336, 512}, Prediction horizons=Averaged over {96, 192, 336, 720}2026.05 | 0.192 | — | — | 0.295 | — | — | |
| TimeDiff2025.11 | 0.193 | — | — | 0.305 | — | — | |
| TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.193 | — | — | 0.304 | — | — | |
| TimeSqueezeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.196 | — | — | 0.288 | — | — | |
| CycleNetHorizon=962025.12 | 0.197 | — | — | 0.288 | — | — | |
| TimeKANInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.197 | — | — | 0.286 | — | — | |
| LangTimeInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.201 | — | — | 0.285 | — | — | |
| PatchTSTPrediction Horizon=Avg, Look-back length=962026.02 | 0.205 | — | — | 0.29 | — | — | |
| HDMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.205 | — | — | 0.295 | — | — | |
| FiLM2025.11 | 0.21 | — | — | 0.32 | — | — | |
| Lite-STGNNHorizon=7202025.12 | 0.214 | — | — | 0.311 | — | — | |
| FEDformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.214 | — | — | 0.327 | — | — | |
| DLinear2025.11 | 0.215 | — | — | 0.336 | — | — | |
| PatchTSTInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.216 | — | — | 0.318 | — | — | |
| Time-FFMInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.216 | — | — | 0.299 | — | — | |
| DLinearInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.225 | — | — | 0.319 | — | — | |
| AutoformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.227 | — | — | 0.338 | — | — | |
| TimeBaseInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}2026.03 | 0.227 | — | — | 0.296 | — | — | |
| SSSD2025.11 | 0.255 | — | — | 0.363 | — | — | |
| NBeats2025.11 | 0.269 | — | — | 0.37 | — | — | |
| D3VAE2025.11 | 0.286 | — | — | 0.372 | — | — | |
| Depts2025.11 | 0.319 | — | — | 0.401 | — | — | |
| LSTMa2025.11 | 0.414 | — | — | 0.444 | — | — | |
| PSA-GAN2025.11 | 0.535 | — | — | 0.533 | — | — | |
| TimeGrad2025.11 | 0.736 | — | — | 0.63 | — | — | |
| CPF2025.11 | 0.793 | — | — | 0.643 | — | — | |
| ARHorizon=32017.03 | — | 0.0995 | 0.8845 | — | — | — | |
| ARHorizon=62017.03 | — | 0.1035 | 0.8632 | — | — | — | |
| ARHorizon=122017.03 | — | 0.105 | 0.8591 | — | — | — | |
| ARHorizon=242017.03 | — | 0.1054 | 0.8595 | — | — | — | |
| GPHorizon=32017.03 | — | 0.15 | 0.867 | — | — | — | |
| GPHorizon=62017.03 | — | 0.1907 | 0.8334 | — | — | — | |
| GPHorizon=122017.03 | — | 0.1621 | 0.8394 | — | — | — | |
| GPHorizon=242017.03 | — | 0.1273 | 0.8818 | — | — | — | |
| LRidgeHorizon=32017.03 | — | 0.1467 | 0.889 | — | — | — | |
| LRidgeHorizon=62017.03 | — | 0.1419 | 0.8594 | — | — | — | |
| LRidgeHorizon=122017.03 | — | 0.1129 | 0.8003 | — | — | — | |
| LRidgeHorizon=242017.03 | — | 0.128 | 0.8806 | — | — | — | |
| LST-AttnHorizon=32017.03 | — | 0.0868 | 0.9243 | — | — | — | |
| LST-AttnHorizon=62017.03 | — | 0.0953 | 0.9095 | — | — | — | |
| LST-AttnHorizon=122017.03 | — | 0.0984 | 0.903 | — | — | — | |
| LST-AttnHorizon=242017.03 | — | 0.1059 | 0.9025 | — | — | — | |
| LST-SkipHorizon=32017.03 | — | 0.0864 | 0.9283 | — | — | — | |
| LST-SkipHorizon=62017.03 | — | 0.0931 | 0.9135 | — | — | — | |
| LST-SkipHorizon=122017.03 | — | 0.1007 | 0.9077 | — | — | — | |
| LST-SkipHorizon=242017.03 | — | 0.1007 | 0.9119 | — | — | — | |
| LSVRHorizon=32017.03 | — | 0.1523 | 0.8888 | — | — | — | |
| LSVRHorizon=62017.03 | — | 0.1372 | 0.8861 | — | — | — | |
| LSVRHorizon=122017.03 | — | 0.1333 | 0.8961 | — | — | — | |
| LSVRHorizon=242017.03 | — | 0.118 | 0.8891 | — | — | — | |
| RNN-GRUHorizon=32017.03 | — | 0.1102 | 0.8597 | — | — | — | |
| RNN-GRUHorizon=62017.03 | — | 0.1144 | 0.8623 | — | — | — | |
| RNN-GRUHorizon=122017.03 | — | 0.1183 | 0.8472 | — | — | — | |
| RNN-GRUHorizon=242017.03 | — | 0.1295 | 0.8651 | — | — | — | |
| TRMFHorizon=32017.03 | — | 0.1802 | 0.8538 | — | — | — | |
| TRMFHorizon=62017.03 | — | 0.2039 | 0.8424 | — | — | — | |
| TRMFHorizon=122017.03 | — | 0.2186 | 0.8304 | — | — | — | |
| TRMFHorizon=242017.03 | — | 0.3656 | 0.7471 | — | — | — | |
| VARMLPHorizon=32017.03 | — | 0.1393 | 0.8708 | — | — | — | |
| VARMLPHorizon=62017.03 | — | 0.162 | 0.8389 | — | — | — | |
| VARMLPHorizon=122017.03 | — | 0.1557 | 0.8192 | — | — | — | |
| VARMLPHorizon=242017.03 | — | 0.1274 | 0.8679 | — | — | — |