Time Series Forecasting on ETTh2 (MSE, MAE, DTW, TDI)
0.089MSETS2Vec + SoftCLT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TS2Vec + SoftCLTH=242024.10 | 0.089 | 0.226 | — | — | |
| TS2VecH=242024.10 | 0.09 | 0.227 | — | — | |
| CoSTH=242024.10 | 0.091 | 0.231 | — | — | |
| TimeDRLH=242024.10 | 0.091 | 0.232 | — | — | |
| MF-CLRH=242024.10 | 0.093 | 0.23 | — | — | |
| CaTTH=242024.10 | 0.095 | 0.235 | — | — | |
| TS2Vec + SoftCLTH=482024.10 | 0.125 | 0.274 | — | — | |
| TS2VecH=482024.10 | 0.126 | 0.275 | — | — | |
| CoSTH=482024.10 | 0.127 | 0.277 | — | — | |
| TimeDRLH=482024.10 | 0.128 | 0.278 | — | — | |
| CaTTH=482024.10 | 0.13 | 0.279 | — | — | |
| MF-CLRH=482024.10 | 0.133 | 0.279 | — | — | |
| CaTTH=1682024.10 | 0.19 | 0.348 | — | — | |
| TimeDRLH=7202024.10 | 0.195 | 0.359 | — | — | |
| CaTTH=3362024.10 | 0.196 | 0.357 | — | — | |
| TS2VecH=1682024.10 | 0.2 | 0.357 | — | — | |
| MF-CLRH=1682024.10 | 0.2 | 0.352 | — | — | |
| TS2Vec + SoftCLTH=1682024.10 | 0.201 | 0.357 | — | — | |
| TimeDRLH=1682024.10 | 0.201 | 0.355 | — | — | |
| CaTTH=7202024.10 | 0.201 | 0.365 | — | — | |
| MF-CLRH=7202024.10 | 0.202 | 0.364 | — | — | |
| TS2VecH=3362024.10 | 0.205 | 0.365 | — | — | |
| TimeDRLH=3362024.10 | 0.205 | 0.363 | — | — | |
| TS2VecH=7202024.10 | 0.205 | 0.37 | — | — | |
| TS2Vec + SoftCLTH=7202024.10 | 0.205 | 0.37 | — | — | |
| CoSTH=7202024.10 | 0.205 | 0.368 | — | — | |
| CoSTH=1682024.10 | 0.206 | 0.359 | — | — | |
| TS2Vec + SoftCLTH=3362024.10 | 0.206 | 0.366 | — | — | |
| CoSTH=3362024.10 | 0.206 | 0.363 | — | — | |
| MF-CLRH=3362024.10 | 0.206 | 0.363 | — | — | |
| McWCPrediction Horizon=962026.06 | 0.277 | 0.327 | — | — | |
| WPMixerPrediction Horizon=962026.06 | 0.277 | 0.33 | — | — | |
| TimeMixerPrediction Horizon=962026.06 | 0.286 | 0.339 | — | — | |
| SDEPrediction Horizon=962026.06 | 0.296 | 0.344 | — | — | |
| iTransformerPrediction Horizon=962026.06 | 0.3 | 0.349 | — | — | |
| PatchTSTPrediction Horizon=962026.06 | 0.308 | 0.359 | — | — | |
| FreTSPrediction Horizon=962026.06 | 0.332 | 0.387 | — | — | |
| DlinearPrediction Horizon=962026.06 | 0.341 | 0.395 | — | — | |
| STaTlearning_protocol=Few-shot, training_data=10%2026.05 | 0.348 | 0.392 | 6.259 | 0.128 | |
| McWCPrediction Horizon=1922026.06 | 0.348 | 0.375 | — | — | |
| WPMixerPrediction Horizon=avg2026.06 | 0.349 | 0.382 | — | — | |
| WPMixerPrediction Horizon=1922026.06 | 0.351 | 0.377 | — | — | |
| McWCPrediction Horizon=avg2026.06 | 0.357 | 0.385 | — | — | |
| Time-VLMlearning_protocol=Few-shot, training_data=10%2026.05 | 0.361 | 0.406 | 7.507 | 0.169 | |
| WPMixerPrediction Horizon=3362026.06 | 0.363 | 0.394 | — | — | |
| Time-LLMlearning_protocol=Few-shot, training_data=10%2026.05 | 0.371 | 0.394 | 6.897 | 0.149 | |
| PatchTSTPrediction Horizon=1922026.06 | 0.38 | 0.406 | — | — | |
| SDEPrediction Horizon=1922026.06 | 0.381 | 0.395 | — | — | |
| iTransformerPrediction Horizon=1922026.06 | 0.381 | 0.399 | — | — | |
| iTransformerPrediction Horizon=avg2026.06 | 0.382 | 0.406 | — | — | |
| PatchTSTPrediction Horizon=avg2026.06 | 0.383 | 0.412 | — | — | |
| SDEPrediction Horizon=avg2026.06 | 0.385 | 0.404 | — | — | |
| TimeMixerPrediction Horizon=1922026.06 | 0.391 | 0.404 | — | — | |
| TimeMixerPrediction Horizon=avg2026.06 | 0.391 | 0.41 | — | — | |
| McWCPrediction Horizon=3362026.06 | 0.394 | 0.409 | — | — | |
| GPT4TSlearning_protocol=Few-shot, training_data=10%2026.05 | 0.397 | 0.421 | 6.804 | 0.145 | |
| WPMixerPrediction Horizon=7202026.06 | 0.405 | 0.427 | — | — | |
| McWCPrediction Horizon=7202026.06 | 0.41 | 0.432 | — | — | |
| PatchTSTPrediction Horizon=3362026.06 | 0.412 | 0.429 | — | — | |
| PatchTSTlearning_protocol=Few-shot, training_data=10%2026.05 | 0.415 | 0.431 | 6.224 | 0.14 | |
| TimeMixerPrediction Horizon=3362026.06 | 0.421 | 0.432 | — | — | |
| iTransformerPrediction Horizon=3362026.06 | 0.423 | 0.432 | — | — | |
| iTransformerPrediction Horizon=7202026.06 | 0.426 | 0.445 | — | — | |
| SDEPrediction Horizon=3362026.06 | 0.429 | 0.433 | — | — | |
| TimeCMAlearning_protocol=Few-shot, training_data=10%2026.05 | 0.432 | 0.434 | 6.639 | 0.131 | |
| FreTSPrediction Horizon=avg2026.06 | 0.433 | 0.447 | — | — | |
| SDEPrediction Horizon=7202026.06 | 0.435 | 0.444 | — | — | |
| PatchTSTPrediction Horizon=7202026.06 | 0.435 | 0.456 | — | — | |
| FreTSPrediction Horizon=1922026.06 | 0.451 | 0.457 | — | — | |
| Stationarylearning_protocol=Few-shot, training_data=10%2026.05 | 0.462 | 0.455 | 7.253 | 0.186 | |
| FEDformerlearning_protocol=Few-shot, training_data=10%2026.05 | 0.466 | 0.475 | 7.323 | 0.178 | |
| FreTSPrediction Horizon=3362026.06 | 0.466 | 0.473 | — | — | |
| TimeMixerPrediction Horizon=7202026.06 | 0.468 | 0.468 | — | — | |
| TimesNetlearning_protocol=Few-shot, training_data=10%2026.05 | 0.479 | 0.465 | 8.11 | 0.185 | |
| DlinearPrediction Horizon=1922026.06 | 0.481 | 0.479 | — | — | |
| FreTSPrediction Horizon=7202026.06 | 0.485 | 0.471 | — | — | |
| DlinearPrediction Horizon=avg2026.06 | 0.563 | 0.519 | — | — | |
| DlinearPrediction Horizon=3362026.06 | 0.592 | 0.542 | — | — | |
| DLinearlearning_protocol=Few-shot, training_data=10%2026.05 | 0.605 | 0.538 | 6.71 | 0.157 | |
| DlinearPrediction Horizon=7202026.06 | 0.84 | 0.661 | — | — |