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 131140 of 420 papers

TitleStatusHype
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction0
Denoising Diffusion Probabilistic Models in Six Simple Steps0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings0
A Joint Model and Data Driven Method for Distributed Estimation0
FABLE: A Localized, Targeted Adversarial Attack on Weather Forecasting Models0
BARNN: A Bayesian Autoregressive and Recurrent Neural Network0
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity0
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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