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 101110 of 420 papers

TitleStatusHype
Scaling transformer neural networks for skillful and reliable medium-range weather forecastingCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative RegularizationCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural OperatorsCode1
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
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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