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 7180 of 420 papers

TitleStatusHype
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Climate Modeling with Neural Diffusion EquationsCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Climate modeling with neural advection–diffusion equationCode1
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather ModelingCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
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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