Multivariate long-term forecasting on Electricity
0.128MSED-PAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D-PADPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.128 | 0.218 | |
| DualformerPrediction Length=962026.01 | 0.128 | 0.221 | |
| DLinear + TimeAPNPrediction Length=96, Backbone=DLinear2026.03 | 0.128 | 0.225 | |
| PatchTST/64T=962023.04 | 0.129 | 0.222 | |
| PatchTSTPrediction Length=962026.01 | 0.129 | 0.223 | |
| FusADPrediction length=962025.12 | 0.129 | 0.222 | |
| AMDPrediction length=962025.12 | 0.129 | 0.224 | |
| AffirmPrediction length=962025.12 | 0.129 | 0.223 | |
| iTransformerPrediction Length=962026.01 | 0.131 | 0.227 | |
| PatchTST + TimeAPNPrediction Length=96, Backbone=PatchTST2026.03 | 0.131 | 0.228 | |
| TiDET=962023.04 | 0.132 | 0.229 | |
| TimeMixerPrediction Length=962026.01 | 0.135 | 0.222 | |
| S_Mamba + TimeAPNPrediction Length=96, Backbone=S_Mamba2026.03 | 0.135 | 0.24 | |
| S_MambaPrediction Length=96, Backbone=S_Mamba2026.03 | 0.137 | 0.235 | |
| PatchTSTPrediction length=962025.12 | 0.138 | 0.23 | |
| GPT4TSPrediction length=962025.12 | 0.139 | 0.238 | |
| DLinearPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.14 | 0.237 | |
| DlinearPrediction length=962025.12 | 0.14 | 0.237 | |
| DLinearPrediction Length=96, Backbone=DLinear2026.03 | 0.14 | 0.237 | |
| D-PADPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.142 | 0.233 | |
| FEDformer + TimeAPNPrediction Length=96, Backbone=FEDformer2026.03 | 0.144 | 0.244 | |
| LaSTPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.145 | 0.238 | |
| DualformerPrediction Length=1922026.01 | 0.145 | 0.237 | |
| AffirmPrediction length=1922025.12 | 0.146 | 0.239 | |
| TiDET=1922023.04 | 0.147 | 0.243 | |
| PatchTST/64T=1922023.04 | 0.147 | 0.24 | |
| TimeMixerPrediction Length=1922026.01 | 0.147 | 0.235 | |
| FusADPrediction length=1922025.12 | 0.147 | 0.238 | |
| AMDPrediction length=1922025.12 | 0.147 | 0.238 | |
| DLinear + TimeAPNPrediction Length=192, Backbone=DLinear2026.03 | 0.147 | 0.245 | |
| iTransformerPrediction Length=1922026.01 | 0.148 | 0.244 | |
| iTransformerPrediction length=962025.12 | 0.148 | 0.24 | |
| PatchTST + TimeAPNPrediction Length=192, Backbone=PatchTST2026.03 | 0.148 | 0.246 | |
| PatchTSTPrediction Length=1922026.01 | 0.149 | 0.243 | |
| PatchTSTPrediction length=1922025.12 | 0.149 | 0.243 | |
| N-HITSPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.151 | 0.254 | |
| DLinearPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.153 | 0.249 | |
| DlinearPrediction length=1922025.12 | 0.153 | 0.249 | |
| GPT4TSPrediction length=1922025.12 | 0.153 | 0.251 | |
| TimesNet + FANPrediction Length=962024.09 | 0.154 | 0.248 | |
| DLinearPrediction Length=192, Backbone=DLinear2026.03 | 0.154 | 0.25 | |
| S_Mamba + TimeAPNPrediction Length=192, Backbone=S_Mamba2026.03 | 0.154 | 0.259 | |
| FusADPrediction length=Avg2025.12 | 0.156 | 0.249 | |
| HiMTMPrediction Horizon=Average2024.01 | 0.157 | 0.248 | |
| PatchTST*Prediction Horizon=Average2024.01 | 0.157 | 0.252 | |
| TimesNet + FANPrediction Length=1682024.09 | 0.157 | 0.253 | |
| AMDPrediction length=Avg2025.12 | 0.157 | 0.25 | |
| AffirmPrediction length=Avg2025.12 | 0.157 | 0.25 | |
| DualformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.158 | 0.249 | |
| LaSTPrediction Length (H)=192, Input Length (T)=3362024.03 | 0.159 | 0.249 | |
| DualformerPrediction Length=3362026.01 | 0.16 | 0.253 | |
| FusADPrediction length=3362025.12 | 0.16 | 0.251 | |
| AMDPrediction length=3362025.12 | 0.16 | 0.253 | |
| DLinear + TimeAPNPrediction Length=336, Backbone=DLinear2026.03 | 0.16 | 0.261 | |
| CycleNetLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.16 | 0.253 | |
| D-PADPrediction Length (H)=336, Input Length (T)=3362024.03 | 0.161 | 0.254 | |
| ATFNetforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.161 | 0.257 | |
| TiDET=3362023.04 | 0.161 | 0.261 | |
| PatchTSTPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.161 | 0.255 | |
| iTransformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.161 | 0.257 | |
| TimePerceiverPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.161 | 0.254 | |
| S_MambaPrediction Length=192, Backbone=S_Mamba2026.03 | 0.161 | 0.259 | |
| SimMTMPrediction Horizon=Average2024.01 | 0.162 | 0.256 | |
| iTransformerPrediction length=1922025.12 | 0.162 | 0.253 | |
| AffirmPrediction length=3362025.12 | 0.162 | 0.252 | |
| FEDformer + TimeAPNPrediction Length=192, Backbone=FEDformer2026.03 | 0.162 | 0.26 | |
| InA-ProbeEvaluation Protocol=One-for-all, Prediction Length/Horizon Training Strategy=Single 96-step model serves all horizons2026.06 | 0.162 | 0.254 | |
| iTransformerforecast_horizon=Average of {96, 192, 336, 720}2024.04 | 0.163 | 0.259 | |
| PatchTST/64T=3362023.04 | 0.163 | 0.259 | |
| FreTSPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.163 | 0.259 | |
| iTransformerLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.163 | 0.258 | |
| iTransformerEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.163 | 0.258 | |
| TimeMixerPrediction Length=3362026.01 | 0.164 | 0.245 | |
| iTransformerPrediction Length=3362026.01 | 0.164 | 0.262 | |
| PatchTST + TimeAPNPrediction Length=336, Backbone=PatchTST2026.03 | 0.164 | 0.264 | |
| TimesNet + FANPrediction Length=3362024.09 | 0.165 | 0.268 | |
| PatchTSTPrediction Length=3362026.01 | 0.165 | 0.26 | |
| TimeMixerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.165 | 0.253 | |
| PENGUINLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.165 | 0.261 | |
| CALFEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.165 | 0.262 | |
| CATSPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.166 | 0.257 | |
| S-MambaPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.12 | 0.166 | 0.262 | |
| DlinearPrediction length=Avg2025.12 | 0.166 | 0.264 | |
| DLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.166 | 0.263 | |
| MoLELook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.166 | 0.264 | |
| MTLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.166 | 0.263 | |
| FPTEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.166 | 0.263 | |
| SimpleTMEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.166 | 0.261 | |
| TimeMixerEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.166 | 0.257 | |
| PatchTSTEvaluation Protocol=One-for-one, Prediction Length/Horizon Training Strategy=Trained respectively for each prediction length2026.06 | 0.166 | 0.267 | |
| DLinearPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.167 | 0.264 | |
| PatchTSTPrediction length=Avg2025.12 | 0.167 | 0.259 | |
| GPT4TSPrediction length=Avg2025.12 | 0.167 | 0.263 | |
| CycleNet/MLPLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.168 | 0.259 | |
| TimesNetPrediction length=962025.12 | 0.168 | 0.272 | |
| CycleNet/MLPLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.08 | 0.168 | 0.259 | |
| SCINetPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.169 | 0.257 | |
| DLinearPrediction Length (H)=336, Input Length (T)=3362024.03 | 0.169 | 0.267 | |
| PatchTSTPrediction length=3362025.12 | 0.169 | 0.262 | |
| DlinearPrediction length=3362025.12 | 0.169 | 0.267 |