Weather forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
ISD 10% few-shot (test)		MSE0.215	48	18d ago
Weather Rainfall in Australian cities		CI Coverage Error-0.19	48	1mo ago
ERA5 1.4° grid (test)	Oneforecast	RMSE0.0549	30	1mo ago
NOAA (test)	CITRUS	rNMSE0.04	25	1mo ago
Molene (test)	CITRUS	rNMSE0.23	25	1mo ago
SEVIR	ARKM	CSI (M)47.02	20	1mo ago
WeatherBench 3 Day Forecast	GSNO	Average ACC74.9	9	1mo ago
Weather data 1.4° resolution, 128x256	EMFormer	Latency (s)0.0983	8	25d ago
Weather data 0.25° resolution, 721x1440	FourCastNet	Latency (ms)164	7	25d ago
WeatherBench 5 Day Forecast horizon	SHNet	ACC (2T)88.2	6	1mo ago
WeatherBench 1 Day Forecast horizon	SHNet	ACC (2T)96.8	6	1mo ago
WeatherBench 5 Day Forecast	SHNet	MSE (2T)13.3	6	1mo ago
WeatherBench 3 Day Forecast	SHNet	MSE (2T)9.08	6	1mo ago
WeatherBench 1 Day Forecast	SHNet	MSE (2T)4.22	6	1mo ago
Weather Dataset (spatio-temporal out-of-distribution)	PredRNN	R20.58	6	1mo ago
Weather Dataset OOD-s (spatial out-of-distribution)	PredRNN	R20.54	6	1mo ago
ERA5 10-day lead time	PARADIS	z500 (Geopotential Height 500hPa)727	5	1mo ago
ERA5 5-day lead time	PARADIS	RMSE z500273	5	1mo ago
ERA5 1-day lead time	PARADIS	Z50039.4	5	1mo ago
ERA5 WeatherBench 15-day forecast horizon v2 (test)	LaDCast	Zonal Wind (UW) at 500hPa4.19	3	23d ago
Weather 720 horizon	PatchTST	MSE0.334	3	1mo ago
Weather 336 horizon	PatchTST	MSE0.241	3	1mo ago
Weather 192 horizon	PatchTST	MSE0.211	3	1mo ago
Weather 96 horizon	PatchTST	MSE0.159	3	1mo ago
ERA5 2018 (test)	WAAPO (patch-based)	PMRG0.105	2	1mo ago

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