Multivariate Long-Term Forecasting on ETTh1
0.351MSEMixLinear
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MixLinearHorizon=96, Parameter(720)=0.176K2024.10 | 0.351 | — | — | — | — | — | — | |
| SeesawNetPrediction length (H)=962026.05 | 0.353 | 0.389 | — | — | — | — | — | |
| TimeBridgePrediction length (H)=962026.05 | 0.354 | 0.391 | — | — | — | — | — | |
| TA-SparseMGForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.354 | 0.384 | — | — | — | — | — | |
| HiMTMPrediction Horizon=962024.01 | 0.355 | 0.386 | — | — | — | — | — | |
| D-PADPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.357 | 0.376 | — | — | — | — | — | |
| MMFNetHorizon=962024.10 | 0.359 | — | — | — | — | — | 0.003 | |
| DualformerPrediction Length=962026.01 | 0.359 | 0.386 | — | — | — | — | — | |
| TimeMixerPrediction Length=962026.01 | 0.361 | 0.39 | — | — | — | — | — | |
| FusADPrediction length=962025.12 | 0.361 | 0.389 | — | — | — | — | — | |
| SparseTSFHorizon=962024.10 | 0.362 | — | — | — | — | — | — | |
| TimesNet + FANPrediction Length=962024.09 | 0.362 | 0.428 | — | — | — | — | — | |
| SparseTSFHorizon=96, Parameter(720)=0.925K2024.10 | 0.362 | — | — | — | — | — | — | |
| PDFPrediction length (H)=962026.05 | 0.362 | 0.394 | — | — | — | — | — | |
| AffirmPrediction length=962025.12 | 0.363 | 0.392 | — | — | — | — | — | |
| Koopa + FANPrediction Length=962024.09 | 0.364 | 0.428 | — | — | — | — | — | |
| StateFlowHorizon=96, Input length=962026.06 | 0.364 | 0.394 | — | — | — | — | — | |
| PatchTST*Prediction Horizon=962024.01 | 0.366 | 0.397 | — | — | — | — | — | |
| TimeKANPrediction Horizon (H)=962026.04 | 0.367 | 0.395 | — | — | — | — | — | |
| PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=962022.11 | 0.368 | 0.398 | — | — | — | — | — | |
| FITSHorizon=962023.07 | 0.368 | — | — | — | — | — | — | |
| AMDPrediction length=962025.12 | 0.369 | 0.397 | — | — | — | — | — | |
| PatchTSTPrediction Horizon (H)=962026.04 | 0.37 | 0.4 | — | — | — | — | — | |
| U-mixerPrediction length (H)=962026.05 | 0.37 | 0.389 | — | — | — | — | — | |
| FiLMHorizon=962023.07 | 0.371 | — | — | — | — | — | — | |
| DLinear + TimeAPNPrediction Length=96, Backbone=DLinear2026.03 | 0.371 | 0.393 | — | — | — | — | — | |
| FITSHorizon=962023.07 | 0.372 | — | — | — | — | — | — | |
| FITSHorizon=962024.10 | 0.372 | — | — | — | — | — | — | |
| Ada-MSHyperHorizon=962024.10 | 0.372 | 0.393 | — | — | — | — | — | |
| SparseTSF/MLPForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.372 | 0.395 | — | — | — | — | — | |
| PatchTSTPrediction Length=962026.01 | 0.373 | 0.402 | — | — | — | — | — | |
| Ada-MoGEHorizon (H)=96, Lookback window (L)=962025.11 | 0.373 | 0.394 | — | — | — | — | — | |
| D-PADPrediction Length (H)=336, Input Length (T)=3362024.03 | 0.374 | 0.406 | — | — | — | — | — | |
| RMoK-BPrediction Horizon (H)=962026.04 | 0.374 | 0.397 | — | — | — | — | — | |
| PatchTSTHorizon=962023.07 | 0.375 | — | — | — | — | — | — | |
| DLinearPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.375 | 0.399 | — | — | — | — | — | |
| TiDET=962023.04 | 0.375 | 0.398 | — | — | — | — | — | |
| FEDformerHorizon=962024.10 | 0.375 | — | — | — | — | — | — | |
| DlinearPrediction length=962025.12 | 0.375 | 0.399 | — | — | — | — | — | |
| TimeProHorizon (H)=96, Lookback window (L)=962025.11 | 0.375 | 0.398 | — | — | — | — | — | |
| TimeMixerHorizon (H)=96, Lookback window (L)=962025.11 | 0.375 | 0.4 | — | — | — | — | — | |
| SCINetHorizon=96, Parameter(720)=23.62M2024.10 | 0.375 | — | — | — | — | — | — | |
| FEDformerHorizon=96, Parameter(720)=17.98M2024.10 | 0.375 | — | — | — | — | — | — | |
| FEDformerPrediction Length=96, Backbone=FEDformer2026.03 | 0.375 | 0.415 | — | — | — | — | — | |
| DLinearPrediction Horizon (H)=962026.04 | 0.375 | 0.399 | — | — | — | — | — | |
| PatchTSTForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.375 | 0.404 | — | — | — | — | — | |
| FEDformerPrediction Length=962022.11 | 0.376 | 0.415 | — | — | — | — | — | |
| FEDFormerHorizon=962023.07 | 0.376 | — | — | — | — | — | — | |
| FedFormerHorizon=962023.07 | 0.376 | — | — | — | — | — | — | |
| FEDformerPrediction Length (H)=96, Input Length (T)=3362024.03 | 0.376 | 0.415 | — | — | — | — | — | |
| FEDformerPrediction length=962025.12 | 0.376 | 0.419 | — | — | — | — | — | |
| GPT4TSPrediction length=962025.12 | 0.376 | 0.397 | — | — | — | — | — | |
| FEDformer + TimeAPNPrediction Length=96, Backbone=FEDformer2026.03 | 0.377 | 0.399 | — | — | — | — | — | |
| PatchTSTPrediction length (H)=962026.05 | 0.377 | 0.401 | — | — | — | — | — | |
| TQNetForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.377 | 0.405 | — | — | — | — | — | |
| PatchTST/64T=962023.04 | 0.379 | 0.401 | — | — | — | — | — | |
| SimMTMPrediction Horizon=962024.01 | 0.379 | 0.407 | — | — | — | — | — | |
| TimerModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.379 | 0.399 | — | — | — | — | — | |
| DDNPrediction length (H)=962026.05 | 0.379 | 0.405 | — | — | — | — | — | |
| TimeMixerHorizon=962024.10 | 0.38 | — | — | — | — | — | — | |
| Time TrackerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.38 | 0.4 | — | — | — | — | — | |
| PatchTSTModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.38 | 0.399 | — | — | — | — | — | |
| iTransformerPrediction Length=962026.01 | 0.381 | 0.395 | — | — | — | — | — | |
| SOFTSHorizon (H)=96, Lookback window (L)=962025.11 | 0.381 | 0.399 | — | — | — | — | — | |
| DLinearForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.381 | 0.407 | — | — | — | — | — | |
| KoopaPrediction Length=962024.09 | 0.382 | 0.442 | — | — | — | — | — | |
| PatchTSTPrediction length=962025.12 | 0.382 | 0.401 | — | — | — | — | — | |
| FreqMoEHorizon (H)=96, Lookback window (L)=962025.11 | 0.382 | 0.404 | — | — | — | — | — | |
| FITSHorizon=96, Parameter(720)=41.76K2024.10 | 0.382 | — | — | — | — | — | — | |
| PatchTST + TimeAPNPrediction Length=96, Backbone=PatchTST2026.03 | 0.382 | 0.392 | — | — | — | — | — | |
| S_Mamba + TimeAPNPrediction Length=96, Backbone=S_Mamba2026.03 | 0.382 | 0.396 | — | — | — | — | — | |
| FITSForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.382 | 0.405 | — | — | — | — | — | |
| SANPrediction length (H)=962026.05 | 0.383 | 0.399 | — | — | — | — | — | |
| SimpleTMForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.383 | 0.421 | — | — | — | — | — | |
| DLinearHorizon=962023.07 | 0.384 | — | — | — | — | — | — | |
| TimesNetHorizon=962023.07 | 0.384 | — | — | — | — | — | — | |
| DLinearHorizon=962024.10 | 0.384 | — | — | — | — | — | — | |
| TimesNetHorizon=962024.10 | 0.384 | — | — | — | — | — | — | |
| TimesNetPrediction length=962025.12 | 0.384 | 0.402 | — | — | — | — | — | |
| TimesNetHorizon (H)=96, Lookback window (L)=962025.11 | 0.384 | 0.402 | — | — | — | — | — | |
| DLinearHorizon=96, Parameter(720)=485.3K2024.10 | 0.384 | — | — | — | — | — | — | |
| TimesNetHorizon=96, Parameter(720)=301.7M2024.10 | 0.384 | — | — | — | — | — | — | |
| TimesNetModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.384 | 0.402 | — | — | — | — | — | |
| DLinearPrediction Length=96, Backbone=DLinear2026.03 | 0.384 | 0.405 | — | — | — | — | — | |
| PatchTSTHorizon=962024.10 | 0.385 | — | — | — | — | — | — | |
| PatchTSTHorizon=96, Parameter(720)=6.31M2024.10 | 0.385 | — | — | — | — | — | — | |
| iTransformerPrediction length=962025.12 | 0.386 | 0.405 | — | — | — | — | — | |
| RLinearPrediction length=962025.12 | 0.386 | 0.395 | — | — | — | — | — | |
| iTransformerHorizon (H)=96, Lookback window (L)=962025.11 | 0.386 | 0.405 | — | — | — | — | — | |
| iTransformerHorizon=96, Parameter(720)=7.04M2024.10 | 0.386 | — | — | — | — | — | — | |
| iTransformerPrediction Horizon (H)=962026.04 | 0.386 | 0.405 | — | — | — | — | — | |
| TALONEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.386 | 0.42 | — | — | — | — | — | |
| iTrans.Horizon=96, Input length=962026.06 | 0.386 | 0.405 | — | — | — | — | — | |
| RLinearHorizon=96, Input length=962026.06 | 0.386 | 0.395 | — | — | — | — | — | |
| SeesawNetPrediction length (H)=1922026.05 | 0.387 | 0.41 | — | — | — | — | — | |
| S_MambaPrediction Length=96, Backbone=S_Mamba2026.03 | 0.388 | 0.406 | — | — | — | — | — | |
| SeesawNetPrediction length (H)=3362026.05 | 0.39 | 0.421 | — | — | — | — | — | |
| DLinearModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.391 | 0.403 | — | — | — | — | — | |
| TimeBridgePrediction length (H)=1922026.05 | 0.391 | 0.416 | — | — | — | — | — | |
| PatchTSTPrediction Length=96, Backbone=PatchTST2026.03 | 0.393 | 0.408 | — | — | — | — | — |