Time Series Forecasting on ETTh2
0.134MSESAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SANBackbone=DLinear2024.09 | 0.134 | — | — | — | — | |
| FANBackbone=DLinear2024.09 | 0.135 | — | — | — | — | |
| Dish-TSBackbone=DLinear2024.09 | 0.136 | — | — | — | — | |
| FANBackbone=SCINet2024.09 | 0.136 | — | — | — | — | |
| SANBackbone=SCINet2024.09 | 0.139 | — | — | — | — | |
| SANBackbone=FEDformer2024.09 | 0.148 | — | — | — | — | |
| RevINBackbone=DLinear2024.09 | 0.149 | — | — | — | — | |
| FANBackbone=FEDformer2024.09 | 0.149 | — | — | — | — | |
| RevINBackbone=SCINet2024.09 | 0.149 | — | — | — | — | |
| Dish-TSBackbone=SCINet2024.09 | 0.16 | — | — | — | — | |
| DAGForecasting Horizon=Avg2025.09 | 0.163 | 0.324 | — | — | — | |
| FANBackbone=Informer2024.09 | 0.164 | — | — | — | — | |
| Full2024.06 | 0.166 | 0.276 | — | — | — | |
| RevINBackbone=FEDformer2024.09 | 0.183 | — | — | — | — | |
| AmplifierForecasting Horizon=Avg2025.09 | 0.192 | 0.344 | — | — | — | |
| RevINBackbone=Informer2024.09 | 0.199 | — | — | — | — | |
| TimeXerForecasting Horizon=Avg2025.09 | 0.2 | 0.352 | — | — | — | |
| SANBackbone=Informer2024.09 | 0.201 | — | — | — | — | |
| MTTCondTSF=true2024.06 | 0.205 | 0.329 | — | — | — | |
| TESLACondTSF=true2024.06 | 0.208 | 0.332 | — | — | — | |
| DATMCondTSF=true2024.06 | 0.209 | 0.33 | — | — | — | |
| FTDCondTSF=true2024.06 | 0.21 | 0.335 | — | — | — | |
| PPCondTSF=true2024.06 | 0.211 | 0.336 | — | — | — | |
| Dish-TSBackbone=FEDformer2024.09 | 0.217 | — | — | — | — | |
| FACBackbone=OLS, Horizon=962026.05 | 0.2274 | — | — | — | — | |
| RIDDEZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.228 | 0.288 | — | — | — | |
| FACBackbone=DLinear, Horizon=962026.05 | 0.2288 | — | — | — | — | |
| TAFASBackbone=OLS, Horizon=962026.05 | 0.2289 | — | — | — | — | |
| PETSABackbone=OLS, Horizon=962026.05 | 0.2293 | — | — | — | — | |
| BaseBackbone=OLS, Horizon=962026.05 | 0.2306 | — | — | — | — | |
| TAFASBackbone=DLinear, Horizon=962026.05 | 0.2308 | — | — | — | — | |
| PETSABackbone=DLinear, Horizon=962026.05 | 0.2312 | — | — | — | — | |
| BaseBackbone=DLinear, Horizon=962026.05 | 0.2323 | — | — | — | — | |
| FACBackbone=FreTS, Horizon=962026.05 | 0.2338 | — | — | — | — | |
| LTSM-BundlePrediction Horizon=96, Training Data Percentage=5%2024.06 | 0.235 | 0.326 | — | — | — | |
| LTSM-BundlePrediction Length=96, Few-shot data percentage=5%2024.06 | 0.235 | 0.326 | — | — | — | |
| TAFASBackbone=FreTS, Horizon=962026.05 | 0.2363 | — | — | — | — | |
| PETSABackbone=FreTS, Horizon=962026.05 | 0.2366 | — | — | — | — | |
| FACBackbone=PatchTST, Horizon=962026.05 | 0.2374 | — | — | — | — | |
| Proximal Score-based VIvariational_family=Gaussian2026.02 | 0.2375 | 0.3079 | — | — | 0.7145 | |
| TAFASBackbone=PatchTST, Horizon=962026.05 | 0.238 | — | — | — | — | |
| PETSABackbone=PatchTST, Horizon=962026.05 | 0.2383 | — | — | — | — | |
| BaseBackbone=FreTS, Horizon=962026.05 | 0.2385 | — | — | — | — | |
| BaseBackbone=PatchTST, Horizon=962026.05 | 0.2385 | — | — | — | — | |
| Koopavariant=Vanilla2026.02 | 0.2413 | 0.3101 | — | — | — | |
| ADVIvariational_family=Gaussian2026.02 | 0.2415 | 0.3116 | — | — | 0.7239 | |
| Chronos-boltZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.252 | 0.299 | — | — | — | |
| Time-MoEZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.252 | 0.322 | — | — | — | |
| InformerData Budget=5002023.11 | 0.253 | — | — | — | — | |
| TTMZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.253 | 0.303 | — | — | — | |
| MoiraiZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.255 | 0.305 | — | — | — | |
| FACBackbone=iTransformer, Horizon=962026.05 | 0.2561 | — | — | — | — | |
| Dish-TSBackbone=Informer2024.09 | 0.259 | — | — | — | — | |
| PETSABackbone=iTransformer, Horizon=962026.05 | 0.2602 | — | — | — | — | |
| RLinearPrediction Length=96, Historical Horizon=3362023.05 | 0.262 | 0.331 | — | — | — | |
| Chimerah=962025.05 | 0.262 | 0.327 | — | — | — | |
| TAFASBackbone=iTransformer, Horizon=962026.05 | 0.262 | — | — | — | — | |
| FlowMixerh=962025.05 | 0.264 | 0.33 | — | — | — | |
| BaseBackbone=iTransformer, Horizon=962026.05 | 0.2642 | — | — | — | — | |
| ChronosZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.266 | 0.314 | — | — | — | |
| NPMixerPrediction Length=962026.05 | 0.267 | 0.336 | — | — | — | |
| SSDAForecasting Horizon (H)=962026.05 | 0.267 | 0.328 | — | — | — | |
| Time-VLMForecasting Horizon (H)=962026.05 | 0.267 | 0.335 | — | — | — | |
| RLinearPrediction Length=962024.11 | 0.27 | 0.335 | — | — | — | |
| TimeMixerPrediction Length=962026.05 | 0.271 | 0.33 | — | — | — | |
| FITSPrediction Length=962024.11 | 0.272 | 0.336 | — | — | — | |
| TransformerData Budget=5002023.11 | 0.274 | — | — | — | — | |
| PatchTSTPrediction Length=962024.11 | 0.274 | 0.336 | — | — | — | |
| PatchTSTPrediction Length=962026.05 | 0.274 | 0.337 | — | — | — | |
| TSMixerPrediction Length=962026.05 | 0.274 | 0.341 | — | — | — | |
| PatchTSTForecasting Horizon (H)=962026.05 | 0.274 | 0.336 | — | — | — | |
| TSMixerh=962025.05 | 0.274 | 0.341 | — | — | — | |
| OliviaPrediction Length=96, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.274 | 0.34 | — | — | — | |
| MOMENTZero-shot=true, Input length=512, Forecasting horizon=642026.05 | 0.274 | 0.333 | — | — | — | |
| FACBackbone=PatchTST, Horizon=1922026.05 | 0.2747 | — | — | — | — | |
| TIME-LLMTraining Data=10%, Horizon=962023.10 | 0.275 | 0.326 | — | — | — | |
| DiPE-LinearPrediction Length=962024.11 | 0.275 | 0.336 | — | — | — | |
| DiPE-LinearPrediction Length=962024.11 | 0.275 | 0.336 | — | — | — | |
| TAFASBackbone=PatchTST, Horizon=1922026.05 | 0.2752 | — | — | — | — | |
| PatchTSTPrediction Length=96, Historical Horizon=3362023.05 | 0.276 | 0.337 | — | — | — | |
| NlinearPrediction Length=962024.11 | 0.276 | 0.338 | — | — | — | |
| CrossformerPrediction Length=962024.11 | 0.276 | 0.338 | — | — | — | |
| RMMH=962026.02 | 0.276 | 0.325 | — | — | — | |
| TTMPrediction Length=96, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.276 | 0.335 | — | — | — | |
| TimesNetH=96, Variant=+Ours2026.02 | 0.278 | 0.327 | — | — | — | |
| PatchTSTH=96, Variant=+Ours2026.02 | 0.279 | 0.329 | — | — | — | |
| DLinearH=96, Variant=+Ours2026.02 | 0.279 | 0.328 | — | — | — | |
| FACBackbone=OLS, Horizon=1922026.05 | 0.2796 | — | — | — | — | |
| DLinearPrediction Length=962024.11 | 0.28 | 0.345 | — | — | — | |
| PETSABackbone=PatchTST, Horizon=1922026.05 | 0.281 | — | — | — | — | |
| FACBackbone=FreTS, Horizon=1922026.05 | 0.2814 | — | — | — | — | |
| FACBackbone=DLinear, Horizon=1922026.05 | 0.2819 | — | — | — | — | |
| TimeSqueeze basePrediction Horizon=96, Evaluation Protocol=Zero-shot2026.03 | 0.282 | 0.346 | — | — | — | |
| PETSABackbone=DLinear, Horizon=1922026.05 | 0.282 | — | — | — | — | |
| SEMPOPrediction Length=96, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.282 | 0.342 | — | — | — | |
| TAFASBackbone=OLS, Horizon=1922026.05 | 0.2821 | — | — | — | — | |
| PETSABackbone=OLS, Horizon=1922026.05 | 0.2829 | — | — | — | — | |
| TAFASBackbone=DLinear, Horizon=1922026.05 | 0.283 | — | — | — | — | |
| TAFASBackbone=FreTS, Horizon=1922026.05 | 0.283 | — | — | — | — | |
| BaseBackbone=OLS, Horizon=1922026.05 | 0.2838 | — | — | — | — |