Multivariate Forecasting on ETTh2
0.177MSEPatchTST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PatchTSTPublication Year=20232026.01 | 0.177 | 0.259 | |
| ACFormer2026.01 | 0.181 | 0.262 | |
| ModernTCNPublication Year=20242026.01 | 0.181 | 0.265 | |
| AmplifierPublication Year=20252026.01 | 0.182 | 0.263 | |
| DLinearPublication Year=20232026.01 | 0.183 | 0.263 | |
| TimeMixer++Publication Year=20252026.01 | 0.184 | 0.263 | |
| TimeProPublication Year=20252026.01 | 0.188 | 0.265 | |
| iTransformerPublication Year=20242026.01 | 0.19 | 0.269 | |
| LeapTSInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.197 | 0.275 | |
| AMDInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.197 | 0.28 | |
| TimesNetPublication Year=20232026.01 | 0.2 | 0.279 | |
| TimeMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.201 | 0.283 | |
| AmplifierInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.206 | 0.286 | |
| PatchTSTInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.209 | 0.291 | |
| iTransformerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.213 | 0.294 | |
| interPDNPrediction Length=962025.11 | 0.223 | 0.297 | |
| TimesNetInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.224 | 0.305 | |
| DLinearInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.227 | 0.317 | |
| AutoformerPrediction Length=Avg2025.12 | 0.25 | 0.259 | |
| TimesNetPrediction Length=3362025.12 | 0.252 | 0.252 | |
| SSCNNprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.255 | 0.315 | |
| AutoformerPrediction Length=1922025.12 | 0.256 | 0.252 | |
| SCNNprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.257 | 0.315 | |
| TimeMixerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.264 | 0.324 | |
| PatchTSTprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.264 | 0.322 | |
| AltTSPrediction Horizon=962026.02 | 0.273 | 0.34 | |
| TARFVAEPrediction Length=962025.11 | 0.273 | 0.329 | |
| iTransformerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.274 | 0.331 | |
| RLinearPrediction Horizon=962026.02 | 0.275 | 0.341 | |
| OLinearPrediction Horizon=962026.02 | 0.277 | 0.337 | |
| PatchTSTPrediction Horizon=962026.02 | 0.279 | 0.341 | |
| AWGformerForecast Horizon=962026.01 | 0.279 | 0.337 | |
| HPMixerHorizon=962026.02 | 0.28 | 0.333 | |
| SimpleTMHorizon=962026.02 | 0.281 | 0.338 | |
| DLinearprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.282 | 0.338 | |
| DLinearPrediction Horizon=962026.02 | 0.282 | 0.348 | |
| GG-SSMHorizon=962024.12 | 0.2823 | 0.3472 | |
| PathformerInput Length (H)=192, Prediction Length (F)=962024.02 | 0.283 | 0.334 | |
| CycleNet/LinearPrediction Length=96, Look-back length (L)=962024.09 | 0.285 | 0.335 | |
| PatchTSTInput Length (H)=192, Prediction Length (F)=962024.02 | 0.285 | 0.34 | |
| TimeXerHorizon=962026.02 | 0.286 | 0.338 | |
| Db2-TransFPrediction Length=962025.12 | 0.287 | 0.343 | |
| RLinearPrediction Length=962025.12 | 0.288 | 0.338 | |
| Crossformerprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.289 | 0.338 | |
| MinusformerInput Length=96, Prediction Length=962024.02 | 0.291 | 0.342 | |
| TimeMixerHorizon=962026.02 | 0.292 | 0.343 | |
| interPDNPrediction Length=avg2025.11 | 0.293 | 0.35 | |
| PathformerInput Length (H)=48, Prediction Length (F)=962024.02 | 0.295 | 0.335 | |
| iTransformerPrediction Length=96, Look-back length (L)=962024.09 | 0.297 | 0.349 | |
| SOFTSLookback window length=96, Prediction length=962024.04 | 0.297 | 0.347 | |
| iTransformerPrediction Horizon=962026.02 | 0.297 | 0.356 | |
| iTransformerForecast Horizon=962026.01 | 0.297 | 0.349 | |
| iTransformerPrediction Length=962025.12 | 0.297 | 0.349 | |
| iTransformerHorizon=962026.02 | 0.297 | 0.349 | |
| GPHTPortion=5%, Prediction Horizon=962024.02 | 0.298 | 0.343 | |
| GPHTPortion=10%, Prediction Horizon=962024.02 | 0.298 | 0.343 | |
| CycleNet/MLPPrediction Length=96, Look-back length (L)=962024.09 | 0.298 | 0.344 | |
| CycleNet/MLPHorizon=962026.02 | 0.298 | 0.344 | |
| xPatchPrediction Length=avg2025.11 | 0.301 | 0.354 | |
| PatchTSTForecast Horizon=962026.01 | 0.302 | 0.348 | |
| PatchTSTPrediction Length=962025.12 | 0.302 | 0.348 | |
| PatchTSTHorizon=962026.02 | 0.302 | 0.348 | |
| TimesNetprediction lengths S={3, 24, 96, 192, 336}, averaging=all prediction lengths2024.01 | 0.304 | 0.356 | |
| PatchTSTInput Length (H)=48, Prediction Length (F)=962024.02 | 0.307 | 0.348 | |
| PeriodformerInput Length=1440, Prediction Length=962024.02 | 0.313 | 0.356 | |
| RLinearPrediction Horizon=3362026.02 | 0.324 | 0.385 | |
| PatchTSTPrediction Horizon=3362026.02 | 0.328 | 0.383 | |
| AltTSPrediction Horizon=1922026.02 | 0.33 | 0.381 | |
| FEDformerInput Length (H)=48, Prediction Length (F)=962024.02 | 0.33 | 0.373 | |
| SimMTMPortion=10%, Prediction Horizon=962024.02 | 0.332 | 0.373 | |
| PathformerInput Length (H)=192, Prediction Length (F)=3362024.02 | 0.332 | 0.374 | |
| AltTSPrediction Horizon=3362026.02 | 0.333 | 0.392 | |
| DLinearForecast Horizon=962026.01 | 0.333 | 0.387 | |
| DLinearPrediction Length=962025.12 | 0.333 | 0.387 | |
| RLinearPrediction Horizon=1922026.02 | 0.336 | 0.371 | |
| DLinearBackbone=MLP-based, Normalization=TIFO, Input length=962026.02 | 0.337 | 0.384 | |
| DLinearBackbone=MLP-based, Normalization=TIFO*, Input length=962026.02 | 0.339 | 0.384 | |
| TimesNetPrediction Length=96, Look-back length (L)=962024.09 | 0.34 | 0.374 | |
| TimesNetForecast Horizon=962026.01 | 0.34 | 0.374 | |
| TimesNetPrediction Length=962025.12 | 0.34 | 0.374 | |
| PatchTSTPrediction Horizon=1922026.02 | 0.341 | 0.383 | |
| SEMPOLookback length (T)=96, Prediction length (S)={96, 192, 336, 720}2025.05 | 0.341 | 0.391 | |
| DLinearBackbone=MLP-based, Normalization=SAN, Input length=962026.02 | 0.342 | 0.387 | |
| PathformerInput Length (H)=192, Prediction Length (F)=1922024.02 | 0.343 | 0.374 | |
| AutoformerInput Length (H)=48, Prediction Length (F)=962024.02 | 0.344 | 0.383 | |
| FEDformerInput Length=96, Prediction Length=962024.02 | 0.346 | 0.394 | |
| AutoformerInput Length=96, Prediction Length=962024.02 | 0.346 | 0.397 | |
| AutoformerForecast Horizon=962026.01 | 0.346 | 0.388 | |
| AutoformerPrediction Length=962025.12 | 0.346 | 0.388 | |
| HGTS-FormerForecast Length=Avg, Lookback Length=6722025.08 | 0.347 | 0.386 | |
| MoHETSProtocol=Full-shot, Prediction Horizons=H={96, 192, 336, 720}2026.01 | 0.348 | 0.382 | |
| OLinearPrediction Horizon=1922026.02 | 0.351 | 0.383 | |
| PatchTSTInput Length (H)=192, Prediction Length (F)=3362024.02 | 0.351 | 0.396 | |
| Timer-XLForecast Length=Avg, Lookback Length=6722025.08 | 0.352 | 0.402 | |
| GG-SSMHorizon=Avg2024.12 | 0.3529 | 0.4013 | |
| SimpleTMHorizon=Avg2026.02 | 0.353 | 0.391 | |
| SimpleTMHorizon=1922026.02 | 0.355 | 0.387 | |
| PatchTSTInput Length (H)=192, Prediction Length (F)=1922024.02 | 0.356 | 0.387 | |
| FEDformerPrediction Length=96, Look-back length (L)=962024.09 | 0.358 | 0.397 | |
| FEDformerForecast Horizon=962026.01 | 0.358 | 0.397 |