Long-term Time Series Forecasting on Electricity (test)
0.131MSEFlowMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FlowMixerh=962025.05 | 0.131 | 0.226 | |
| Super-LinearHorizon=962025.09 | 0.131 | 0.225 | |
| Time-LLMHorizon=962025.09 | 0.131 | 0.224 | |
| KooPAh=962025.05 | 0.136 | 0.236 | |
| Time-VLMHorizon=962025.09 | 0.142 | 0.245 | |
| TimeCMAHorizon=962025.09 | 0.143 | 0.238 | |
| FlowMixerh=1922025.05 | 0.146 | 0.239 | |
| N-HITSh=962025.05 | 0.147 | 0.249 | |
| Super-LinearHorizon=1922025.09 | 0.147 | 0.24 | |
| Time-LLMHorizon=1922025.09 | 0.152 | 0.241 | |
| TimeAlign2025.09 | 0.154 | 0.244 | |
| ModernTCN2025.09 | 0.156 | 0.253 | |
| KooPAh=1922025.05 | 0.156 | 0.254 | |
| Time-VLMHorizon=1922025.09 | 0.157 | 0.26 | |
| TSMixer + xCPDBackbone=TSMixer, Plugin=xCPD, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.158 | 0.255 | |
| CMoS2025.09 | 0.158 | 0.25 | |
| PatchTST2025.09 | 0.159 | 0.253 | |
| Time-LLMHorizon=Avg.2025.09 | 0.159 | 0.253 | |
| FlowMixerh=3362025.05 | 0.16 | 0.255 | |
| Time-LLMHorizon=3362025.09 | 0.16 | 0.248 | |
| TimeCMAHorizon=1922025.09 | 0.161 | 0.259 | |
| Leddam2025.09 | 0.162 | 0.256 | |
| Super-LinearHorizon=Avg.2025.09 | 0.162 | 0.254 | |
| TSMixer + CCMBackbone=TSMixer, Plugin=CCM, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.163 | 0.261 | |
| iTransformer2025.09 | 0.164 | 0.261 | |
| Super-LinearHorizon=3362025.09 | 0.164 | 0.258 | |
| TSMixer + LIFTBackbone=TSMixer, Plugin=LIFT, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.165 | 0.26 | |
| TVNet2025.09 | 0.165 | 0.254 | |
| DLinear2025.09 | 0.166 | 0.264 | |
| TSMixerBackbone=TSMixer, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.167 | 0.262 | |
| TimeBase2025.09 | 0.167 | 0.258 | |
| N-HITSh=1922025.05 | 0.167 | 0.249 | |
| TimeCMAHorizon=3362025.09 | 0.169 | 0.261 | |
| Time-VLMHorizon=Avg.2025.09 | 0.172 | 0.272 | |
| TimeCMAHorizon=Avg.2025.09 | 0.173 | 0.268 | |
| Time-VLMHorizon=3362025.09 | 0.174 | 0.276 | |
| SIGMAInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.175 | 0.269 | |
| Crossformer2025.09 | 0.181 | 0.279 | |
| TimeMixer2025.09 | 0.185 | 0.284 | |
| TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.185 | 0.274 | |
| N-HITSh=3362025.05 | 0.186 | 0.29 | |
| FEDformerh=962025.05 | 0.186 | 0.302 | |
| MICNInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.187 | 0.298 | |
| TimesNet2025.09 | 0.192 | 0.295 | |
| Time-LLMHorizon=7202025.09 | 0.192 | 0.298 | |
| WPMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.194 | 0.282 | |
| TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.194 | 0.294 | |
| FlowMixerh=7202025.05 | 0.195 | 0.289 | |
| Autoformerh=962025.05 | 0.196 | 0.302 | |
| DLinearh=1922025.05 | 0.196 | 0.285 | |
| DLinear + xCPDBackbone=DLinear, Plugin=xCPD, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.197 | 0.287 | |
| FEDformerh=1922025.05 | 0.197 | 0.311 | |
| DLinearh=962025.05 | 0.197 | 0.282 | |
| KNFh=962025.05 | 0.198 | 0.284 | |
| MultiPatchFormerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.198 | 0.282 | |
| DLinear + CCMBackbone=DLinear, Plugin=CCM, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.199 | 0.293 | |
| MSGNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.199 | 0.307 | |
| Super-LinearHorizon=7202025.09 | 0.206 | 0.293 | |
| DLinear + LIFTBackbone=DLinear, Plugin=LIFT, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.208 | 0.297 | |
| AMDInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.208 | 0.289 | |
| DLinearh=3362025.05 | 0.209 | 0.301 | |
| Autoformerh=1922025.05 | 0.211 | 0.321 | |
| DLinearBackbone=DLinear, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.212 | 0.3 | |
| FEDformerh=3362025.05 | 0.213 | 0.328 | |
| Autoformerh=3362025.05 | 0.214 | 0.328 | |
| Time-VLMHorizon=7202025.09 | 0.214 | 0.308 | |
| TimeCMAHorizon=7202025.09 | 0.219 | 0.315 | |
| FEDformerh=7202025.05 | 0.236 | 0.344 | |
| Autoformerh=7202025.05 | 0.236 | 0.342 | |
| N-HITSh=7202025.05 | 0.243 | 0.34 | |
| DLinearh=7202025.05 | 0.245 | 0.333 | |
| KNFh=1922025.05 | 0.245 | 0.321 | |
| PyraformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.298 | 0.39 |