SOTAVerified

Weather Forecasting

Weather Forecasting is the prediction of future weather conditions such as precipitation, temperature, pressure and wind.

Source: MetNet: A Neural Weather Model for Precipitation Forecasting

Papers

Showing 161170 of 420 papers

TitleStatusHype
Decomposing weather forecasting into advection and convection with neural networks0
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting0
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre0
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme EventsCode0
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series ForecastingCode3
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEsCode2
Fuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite ObservationsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified