Time-series Forecasting on ETT2
0.46RMSELPTM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LPTMtraining_mode=fine-tuned2023.11 | 0.46 | — | — | |
| LPTM-OnlyLastMasktraining_mode=fine-tuned2023.11 | 0.48 | — | — | |
| TiDEtraining_mode=fine-tuned2023.11 | 0.49 | — | — | |
| LLM-Timetraining_mode=fine-tuned2023.11 | 0.49 | — | — | |
| TimesFMtraining_mode=fine-tuned2023.11 | 0.49 | — | — | |
| LPTMzero-shot=true2023.11 | 0.49 | — | — | |
| TFTtraining_mode=fine-tuned2023.11 | 0.51 | — | — | |
| Chronostraining_mode=fine-tuned2023.11 | 0.52 | — | — | |
| LPTM-OnlyRandMasktraining_mode=fine-tuned2023.11 | 0.52 | — | — | |
| MOIRAIzero-shot=true2023.11 | 0.52 | — | — | |
| LPTM-NoLinProbtraining_mode=fine-tuned2023.11 | 0.53 | — | — | |
| LLM-Timezero-shot=true2023.11 | 0.54 | — | — | |
| MOIRAItraining_mode=fine-tuned2023.11 | 0.55 | — | — | |
| SimMTMtraining_mode=fine-tuned2023.11 | 0.55 | — | — | |
| LPTM-NoSegmenttraining_mode=fine-tuned2023.11 | 0.55 | — | — | |
| Chronoszero-shot=true2023.11 | 0.56 | — | — | |
| MICNtraining_mode=fine-tuned2023.11 | 0.57 | — | — | |
| Lag-LLAMAtraining_mode=fine-tuned2023.11 | 0.57 | — | — | |
| LPTM-NoPreTraintraining_mode=fine-tuned2023.11 | 0.57 | — | — | |
| iTransformertraining_mode=fine-tuned2023.11 | 0.59 | — | — | |
| TimesFMzero-shot=true2023.11 | 0.59 | — | — | |
| N-HITStraining_mode=fine-tuned2023.11 | 0.62 | — | — | |
| TimesNettraining_mode=fine-tuned2023.11 | 0.62 | — | — | |
| PatchTSTtraining_mode=fine-tuned2023.11 | 0.63 | — | — | |
| AutoARIMAtraining_mode=fine-tuned2023.11 | 0.64 | — | — | |
| Informertraining_mode=fine-tuned2023.11 | 0.71 | — | — | |
| Autoformertraining_mode=fine-tuned2023.11 | 0.82 | — | — | |
| STEPtraining_mode=fine-tuned2023.11 | 0.93 | — | — | |
| Lag-LLAMAzero-shot=true2023.11 | 1.06 | — | — | |
| ColaGNNtraining_mode=fine-tuned2023.11 | 1.19 | — | — | |
| EpiFNPtraining_mode=fine-tuned2023.11 | 1.25 | — | — | |
| TS-TCCtraining_mode=fine-tuned2023.11 | 1.29 | — | — | |
| TS-TCCzero-shot=true2023.11 | 1.57 | — | — | |
| SimMTMzero-shot=true2023.11 | 1.57 | — | — | |
| TS2Vectraining_mode=fine-tuned2023.11 | 1.74 | — | — | |
| TS2Veczero-shot=true2023.11 | 1.82 | — | — | |
| ChronosContext length=512, Prediction horizon=962026.04 | — | 0.0357 | 0.12 | |
| SundialContext length=512, Prediction horizon=962026.04 | — | 0.0245 | 0.0958 | |
| Time-MoEContext length=512, Prediction horizon=962026.04 | — | 0.084 | 0.1809 | |
| TimerContext length=512, Prediction horizon=962026.04 | — | 0.0361 | 0.125 | |
| WaveMoEContext length=512, Prediction horizon=962026.04 | — | 0.0342 | 0.1226 |