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 121130 of 420 papers

TitleStatusHype
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting0
MetMamba: Regional Weather Forecasting with Spatial-Temporal Mamba Model0
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
Inter-Series Transformer: Attending to Products in Time Series Forecasting0
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural OperatorsCode1
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural OperatorsCode1
Machine Learning for Predicting Chaotic Systems0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine0
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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