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ResearchFormerly WizWand

Time Series Forecasting on fev-bench univariate setting

1.28Median Inference Time (s/window)TOTO
1.12322.18163.244.2984Jun 4, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TOTOModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.061.28
TS-ICLModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.061.54
LOCFModel Category=Local Methods, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.061.73
S-NaiveModel Category=Local Methods, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.063.09
Chronos-2Model Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.063.53
TabICLv2-TSModel Category=Tabular Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.063.76
TabPFNv2.5-TSModel Category=Tabular Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.064.33
TiRexModel Category=Time Series Foundation Models, Hardware=H100 GPU, Evaluation Protocol=univariate setting2026.065.2