Time-series Forecasting on PEM-B
2.5RMSEPatchTST
Evaluation Results
| Method | Links | |
|---|---|---|
| PatchTSTtraining_mode=fine-tuned2023.11 | 2.5 | |
| LPTMtraining_mode=fine-tuned2023.11 | 2.5 | |
| Autoformertraining_mode=fine-tuned2023.11 | 2.7 | |
| STEPtraining_mode=fine-tuned2023.11 | 2.7 | |
| LPTM-OnlyLastMasktraining_mode=fine-tuned2023.11 | 2.7 | |
| LPTM-OnlyRandMasktraining_mode=fine-tuned2023.11 | 2.8 | |
| N-HITStraining_mode=fine-tuned2023.11 | 2.9 | |
| Informertraining_mode=fine-tuned2023.11 | 3.1 | |
| LPTM-NoLinProbtraining_mode=fine-tuned2023.11 | 3.1 | |
| LPTM-NoSegmenttraining_mode=fine-tuned2023.11 | 3.2 | |
| TS-TCCtraining_mode=fine-tuned2023.11 | 3.3 | |
| SimMTMtraining_mode=fine-tuned2023.11 | 3.4 | |
| LPTMzero-shot=true2023.11 | 3.4 | |
| TiDEtraining_mode=fine-tuned2023.11 | 3.5 | |
| TS2Vectraining_mode=fine-tuned2023.11 | 3.5 | |
| MICNtraining_mode=fine-tuned2023.11 | 3.6 | |
| TimesFMtraining_mode=fine-tuned2023.11 | 3.7 | |
| Chronostraining_mode=fine-tuned2023.11 | 3.7 | |
| LPTM-NoPreTraintraining_mode=fine-tuned2023.11 | 3.7 | |
| TS2Veczero-shot=true2023.11 | 3.7 | |
| TimesNettraining_mode=fine-tuned2023.11 | 3.9 | |
| LLM-Timetraining_mode=fine-tuned2023.11 | 3.9 | |
| Lag-LLAMAtraining_mode=fine-tuned2023.11 | 3.9 | |
| MOIRAItraining_mode=fine-tuned2023.11 | 3.9 | |
| ColaGNNtraining_mode=fine-tuned2023.11 | 3.9 | |
| TimesFMzero-shot=true2023.11 | 3.9 | |
| AutoARIMAtraining_mode=fine-tuned2023.11 | 4.1 | |
| EpiFNPtraining_mode=fine-tuned2023.11 | 4.1 | |
| TS-TCCzero-shot=true2023.11 | 4.1 | |
| SimMTMzero-shot=true2023.11 | 4.1 | |
| Chronoszero-shot=true2023.11 | 4.2 | |
| MOIRAIzero-shot=true2023.11 | 4.2 | |
| iTransformertraining_mode=fine-tuned2023.11 | 4.3 | |
| LLM-Timezero-shot=true2023.11 | 4.3 | |
| TFTtraining_mode=fine-tuned2023.11 | 4.6 | |
| Lag-LLAMAzero-shot=true2023.11 | 5.3 |