Multivariate Time Series Forecasting on ETT Avg
0.321MSEDySCo
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DySCoBase Model=PatchTST2026.04 | 0.321 | 0.362 | |
| DySCoBase Model=TimeMixer2026.04 | 0.339 | 0.369 | |
| Basic(best)Base Model=PatchTST, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.04 | 0.342 | 0.377 | |
| Basic(best)Base Model=TimeMixer, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.04 | 0.357 | 0.389 | |
| DySCoBase Model=iTransformer2026.04 | 0.357 | 0.374 | |
| Basic(best)Base Model=iTransformer, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.04 | 0.37 | 0.398 | |
| DySCoBase Model=Linear2026.04 | 0.371 | 0.413 | |
| FISformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.375 | 0.395 | |
| RLinearLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.38 | 0.392 | |
| PatchTSTLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.381 | 0.397 | |
| iTransformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.383 | 0.399 | |
| iTransformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.383 | 0.399 | |
| TimesNetLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.391 | 0.404 | |
| Basic(best)Base Model=Linear, Input Length=optimal among {96, 192, 336, 720, 1440, 2440}2026.04 | 0.391 | 0.421 | |
| Basic(2440)Base Model=Linear, Input Length=24402026.04 | 0.404 | 0.428 | |
| FedformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.407 | 0.428 | |
| FEDformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.408 | 0.428 | |
| Basic(2440)Base Model=iTransformer, Input Length=24402026.04 | 0.415 | 0.441 | |
| DLinearLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.442 | 0.444 | |
| Basic(2440)Base Model=TimeMixer, Input Length=24402026.04 | 0.445 | 0.45 | |
| Basic(2440)Base Model=PatchTST, Input Length=24402026.04 | 0.446 | 0.482 | |
| AutoformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.465 | 0.459 | |
| AutoformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.465 | 0.459 | |
| StationaryLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.471 | 0.464 | |
| TiDELookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.482 | 0.47 | |
| CrossformerLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.685 | 0.578 | |
| CrossformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.685 | 0.578 | |
| SCINetLookback length (T)=96, Prediction length (S)=96, 192, 336, 7202023.10 | 0.689 | 0.597 | |
| InformerPrediction Lengths={96, 192, 336, 720}2026.03 | 1.342 | 0.859 |