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ResearchFormerly WizWand

Univariate Load Forecasting on UT Austin 12h horizon (test)

2.08RMSE (MW)Chronos
1.8763.2534.636.007Nov 18, 2024
Updated 4mo ago

Evaluation results

MethodLinks
ChronosForecast horizon=12 h, Scenario=Data-scarce, Zero-shot=true2024.112.081.493.66
PatchTSTForecast horizon=12 h, Scenario=Data-scarce2024.112.922.195.33
AutoARIMAForecast horizon=12 h, Scenario=Data-scarce2024.113.212.425.96
DeepARForecast horizon=12 h, Scenario=Data-scarce2024.113.442.746.63
AutoETSForecast horizon=12 h, Scenario=Data-scarce2024.113.522.817.05
TFTForecast horizon=12 h, Scenario=Data-scarce2024.113.522.676.66
SNMForecast horizon=12 h, Scenario=Data-scarce2024.113.792.836.95
NPTSForecast horizon=12 h, Scenario=Data-scarce2024.113.963.187.79
CSBAForecast horizon=12 h, Scenario=Data-scarce2024.115.334.4410.53
TimeLLMForecast horizon=12 h, Scenario=Data-scarce2024.117.185.7114.45