Time-series Forecasting on Flu-US
0.52RMSEEpiFNP
Evaluation Results
| Method | Links | |
|---|---|---|
| EpiFNPtraining_mode=fine-tuned2023.11 | 0.52 | |
| LPTMtraining_mode=fine-tuned2023.11 | 0.79 | |
| LPTM-OnlyLastMasktraining_mode=fine-tuned2023.11 | 0.79 | |
| LPTM-OnlyRandMasktraining_mode=fine-tuned2023.11 | 0.87 | |
| LPTM-NoLinProbtraining_mode=fine-tuned2023.11 | 0.92 | |
| LPTM-NoSegmenttraining_mode=fine-tuned2023.11 | 0.93 | |
| MICNtraining_mode=fine-tuned2023.11 | 0.95 | |
| PatchTSTtraining_mode=fine-tuned2023.11 | 0.96 | |
| LPTM-NoPreTraintraining_mode=fine-tuned2023.11 | 0.96 | |
| TimesNettraining_mode=fine-tuned2023.11 | 1.04 | |
| iTransformertraining_mode=fine-tuned2023.11 | 1.14 | |
| LPTMzero-shot=true2023.11 | 1.14 | |
| STEPtraining_mode=fine-tuned2023.11 | 1.17 | |
| TiDEtraining_mode=fine-tuned2023.11 | 1.21 | |
| TFTtraining_mode=fine-tuned2023.11 | 1.21 | |
| LLM-Timetraining_mode=fine-tuned2023.11 | 1.21 | |
| Chronostraining_mode=fine-tuned2023.11 | 1.21 | |
| Chronoszero-shot=true2023.11 | 1.29 | |
| MOIRAItraining_mode=fine-tuned2023.11 | 1.31 | |
| SimMTMtraining_mode=fine-tuned2023.11 | 1.31 | |
| TimesFMtraining_mode=fine-tuned2023.11 | 1.32 | |
| TimesFMzero-shot=true2023.11 | 1.35 | |
| LLM-Timezero-shot=true2023.11 | 1.38 | |
| MOIRAIzero-shot=true2023.11 | 1.39 | |
| Autoformertraining_mode=fine-tuned2023.11 | 1.41 | |
| N-HITStraining_mode=fine-tuned2023.11 | 1.42 | |
| Lag-LLAMAtraining_mode=fine-tuned2023.11 | 1.46 | |
| Lag-LLAMAzero-shot=true2023.11 | 1.52 | |
| Informertraining_mode=fine-tuned2023.11 | 1.62 | |
| ColaGNNtraining_mode=fine-tuned2023.11 | 1.65 | |
| TS2Vectraining_mode=fine-tuned2023.11 | 1.85 | |
| TS-TCCtraining_mode=fine-tuned2023.11 | 1.94 | |
| TS2Veczero-shot=true2023.11 | 1.94 | |
| AutoARIMAtraining_mode=fine-tuned2023.11 | 2.14 | |
| TS-TCCzero-shot=true2023.11 | 2.17 | |
| SimMTMzero-shot=true2023.11 | 2.17 |