Time-series Forecasting on ETTh2 (MSE and Relative Improvement)
0.1572MSESTEPS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STEPSBackbone=DLinear, Horizon (H)=962026.05 | 0.1572 | — | |
| STEPSBackbone=PatchTST, Horizon (H)=7202026.05 | 0.3119 | — | |
| TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=StreamCore 5%, Calibration Steps=102026.06 | 0.334 | — | |
| TimeBlocksEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.337 | — | |
| TimeBlocksEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.338 | — | |
| TTMEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.361 | — | |
| TTMEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.363 | — | |
| SymTimeEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.365 | — | |
| TimeMixerEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.373 | — | |
| PatchTSTEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.385 | — | |
| PatchTSTEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.385 | — | |
| TimeMixerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.387 | — | |
| Lag-LlamaEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.398 | — | |
| TimesNetEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.404 | — | |
| TimesNetEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.416 | — | |
| Lag-LlamaEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.419 | — | |
| AutoformerEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.52 | — | |
| AutoformerEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.587 | — | |
| MomentEvaluation Protocol=Continual Forecasting, Coreset Strategy=Random 5%, Calibration Steps=102026.06 | 0.602 | — | |
| MomentEvaluation Protocol=Inference-time (no fine-tuning), Prediction Horizons=96, 192, 336, 7202026.06 | 0.655 | — | |
| STEPSBackbone=OLS2026.05 | — | 31.11 |