Weather forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
Weather Rainfall in Australian cities		CI Coverage Error-0.19	48	4d ago
ERA5 1.4° grid (test)	Oneforecast	RMSE0.0549	30	4d ago
NOAA (test)	CITRUS	rNMSE0.04	25	3d ago
Molene (test)	CITRUS	rNMSE0.23	25	3d ago
SEVIR	ARKM	CSI (M)47.02	20	4d ago
WeatherBench 3 Day Forecast	GSNO	Average ACC74.9	9	4d ago
WeatherBench 5 Day Forecast horizon	SHNet	ACC (2T)88.2	6	4d ago
WeatherBench 1 Day Forecast horizon	SHNet	ACC (2T)96.8	6	4d ago
WeatherBench 5 Day Forecast	SHNet	MSE (2T)13.3	6	4d ago
WeatherBench 3 Day Forecast	SHNet	MSE (2T)9.08	6	4d ago
WeatherBench 1 Day Forecast	SHNet	MSE (2T)4.22	6	4d ago
Weather Dataset (spatio-temporal out-of-distribution)	PredRNN	R20.58	6	4d ago
Weather Dataset OOD-s (spatial out-of-distribution)	PredRNN	R20.54	6	4d ago
ERA5 10-day lead time	PARADIS	z500 (Geopotential Height 500hPa)727	5	3d ago
ERA5 5-day lead time	PARADIS	RMSE z500273	5	3d ago
ERA5 1-day lead time	PARADIS	Z50039.4	5	3d ago
Weather data 1.4° resolution, 128x256	OneForecast	Inference GPU Cost (M)225,300,000	4	4d ago
Weather data 0.25° resolution, 721x1440	FourCastNet	GPU Cost (Inference, M)868	4	4d ago
Weather 720 horizon	PatchTST	MSE0.334	3	4d ago
Weather 336 horizon	PatchTST	MSE0.241	3	4d ago
Weather 192 horizon	PatchTST	MSE0.211	3	4d ago
Weather 96 horizon	PatchTST	MSE0.159	3	4d ago
ERA5 2018 (test)	WAAPO (patch-based)	PMRG0.105	2	4d ago
ENSO	UniSTD	NINO0.72	1	4d ago

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