Time-series Forecasting on ETT1
0.43RMSELPTM-NoLinProb
Evaluation results
| Method | Links | |
|---|---|---|
| LPTM-NoLinProbtraining_mode=fine-tuned2023.11 | 0.43 | |
| LPTM-OnlyLastMasktraining_mode=fine-tuned2023.11 | 0.44 | |
| LPTM-NoPreTraintraining_mode=fine-tuned2023.11 | 0.46 | |
| TiDEtraining_mode=fine-tuned2023.11 | 0.49 | |
| MICNtraining_mode=fine-tuned2023.11 | 0.49 | |
| LPTMtraining_mode=fine-tuned2023.11 | 0.49 | |
| LPTM-OnlyRandMasktraining_mode=fine-tuned2023.11 | 0.51 | |
| PatchTSTtraining_mode=fine-tuned2023.11 | 0.52 | |
| TFTtraining_mode=fine-tuned2023.11 | 0.52 | |
| LLM-Timetraining_mode=fine-tuned2023.11 | 0.52 | |
| N-HITStraining_mode=fine-tuned2023.11 | 0.53 | |
| LPTMzero-shot=true2023.11 | 0.53 | |
| STEPtraining_mode=fine-tuned2023.11 | 0.54 | |
| TimesNettraining_mode=fine-tuned2023.11 | 0.56 | |
| Informertraining_mode=fine-tuned2023.11 | 0.57 | |
| iTransformertraining_mode=fine-tuned2023.11 | 0.57 | |
| LPTM-NoSegmenttraining_mode=fine-tuned2023.11 | 0.57 | |
| LLM-Timezero-shot=true2023.11 | 0.57 | |
| TimesFMtraining_mode=fine-tuned2023.11 | 0.58 | |
| Chronostraining_mode=fine-tuned2023.11 | 0.59 | |
| Lag-LLAMAtraining_mode=fine-tuned2023.11 | 0.61 | |
| SimMTMtraining_mode=fine-tuned2023.11 | 0.61 | |
| TimesFMzero-shot=true2023.11 | 0.61 | |
| MOIRAItraining_mode=fine-tuned2023.11 | 0.62 | |
| Chronoszero-shot=true2023.11 | 0.62 | |
| MOIRAIzero-shot=true2023.11 | 0.69 | |
| Autoformertraining_mode=fine-tuned2023.11 | 0.72 | |
| ColaGNNtraining_mode=fine-tuned2023.11 | 0.72 | |
| AutoARIMAtraining_mode=fine-tuned2023.11 | 0.73 | |
| TS-TCCtraining_mode=fine-tuned2023.11 | 0.75 | |
| EpiFNPtraining_mode=fine-tuned2023.11 | 0.81 | |
| Lag-LLAMAzero-shot=true2023.11 | 0.83 | |
| TS2Vectraining_mode=fine-tuned2023.11 | 0.99 | |
| TS-TCCzero-shot=true2023.11 | 1.14 | |
| SimMTMzero-shot=true2023.11 | 1.14 | |
| TS2Veczero-shot=true2023.11 | 1.33 | |
| Chronos-22026.04 | 213.547 | |
| Timer-XL2026.04 | 223.024 | |
| PatchTST2026.04 | 228.325 | |
| MOMENT2026.04 | 230.474 | |
| PatchTST-MICAGate=MLP-Query Gate2026.04 | 231.3 | |
| MOMENT-MICAGate=MLP-Query Gate2026.04 | 234.068 | |
| TimeMixer2026.04 | 236.715 | |
| iTransformer2026.04 | 240.348 | |
| AutoETS2026.04 | 248.501 | |
| iTransformer-T52026.04 | 250.081 | |
| MLP2026.04 | 273.694 | |
| TSMixer2026.04 | 279.778 | |
| Crossformer2026.04 | 317.775 | |
| AutoETS2026.04 | 1,196.824 | |
| PatchTST-MICAGate=MLP-Query Gate2026.04 | 1,342.545 | |
| MOMENT2026.04 | 1,360.145 | |
| TimeMixer2026.04 | 1,372.974 | |
| MOMENT-MICAGate=MLP-Query Gate2026.04 | 1,375.5 | |
| Chronos-22026.04 | 1,387.333 | |
| iTransformer2026.04 | 1,397.429 | |
| PatchTST2026.04 | 1,404.786 | |
| Timer-XL2026.04 | 1,407.657 | |
| iTransformer-T52026.04 | 1,431.676 | |
| TSMixer2026.04 | 1,572.33 | |
| MLP2026.04 | 1,745.736 | |
| Crossformer2026.04 | 1,795.709 |