Time Series Forecasting on fev-bench univariate setting
1.28Median Inference Time (s/window)TOTO
Evaluation Results
| Method | Links | |
|---|---|---|
| TOTOModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 1.28 | |
| TS-ICLModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 1.54 | |
| LOCFModel Category=Local Methods, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 1.73 | |
| S-NaiveModel Category=Local Methods, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 3.09 | |
| Chronos-2Model Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 3.53 | |
| TabICLv2-TSModel Category=Tabular Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 3.76 | |
| TabPFNv2.5-TSModel Category=Tabular Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 4.33 | |
| TiRexModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.06 | 5.2 |