Weather forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
WeatherBench ERA5 (test)	IFS	ACC100	140	2mo ago
ISD 10% few-shot (test)		MSE0.215	48	3mo ago
Weather Rainfall in Australian cities		CI Coverage Error-0.19	48	4mo ago
ERA5 1.4° grid (test)	Oneforecast	RMSE0.0549	30	4mo ago
NOAA (test)	CITRUS	rNMSE0.04	25	4mo ago
Molene (test)	CITRUS	rNMSE0.23	25	4mo ago
SEVIR	ARKM	CSI (M)47.02	20	4mo ago
Weather-ERA5	LSCI2	FC Score0.957	9	1mo ago
MTBench 7-day weather forecast	TimeClaw	MSE10.719	9	2mo ago
WeatherBench 3 Day Forecast	GSNO	Average ACC74.9	9	4mo ago
HRRR Grid		RMSE (T2)1.1749	8	18d ago
WeatherBench South Pacific 3h horizon	PredFormer	z150 RMSE (m s^-2)43	8	1mo ago
WeatherBench South Pacific 1h horizon	PredFormer	z150 RMSE26	8	1mo ago
WeatherBench South Pacific 12h horizon (test)	PI-IAM4VP	RMSE (z=150, m/s^2)3	8	1mo ago
WeatherBench South Pacific 6h horizon (test)	PredFormer	z150 RMSE (m/s^2)21	8	1mo ago
WeatherBench South Pacific 60-hour horizon (test)	PI-PredFormer	Error Z (150hPa)3	8	1mo ago
WeatherBench South Pacific 24-hour horizon (test)	PI-PredFormer	z150 (m s-2)7	8	1mo ago
ERA5 Pangu-Weather evaluation (test)		Z Error (m2/s2)15.43	8	1mo ago
ERA5 Lite	GraphCast	ACC (MSL Surface)0.818	8	1mo ago
SEVIR (test)	FlowDAS AVG + SURGE	RMSE0.0513	8	2mo ago
Weather data 1.4° resolution, 128x256	EMFormer	Latency (s)0.0983	8	4mo ago
ERA5 W3 grid	TQS gauss (C=12)	2m Temperature19.02	7	1mo ago
ERA5 1.5° (2020 test)	NEURALGCM ENS (50)	Z500 RMSE606.84	7	3mo ago
Weather data 0.25° resolution, 721x1440	FourCastNet	Latency (ms)164	7	4mo ago
ERA5	TQS quant	2m Temperature (T2M)21.48	6	1mo ago

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