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 291300 of 420 papers

TitleStatusHype
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models0
Regional data-driven weather modeling with a global stretched-grid0
Regional Ocean Forecasting with Hierarchical Graph Neural Networks0
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data0
Resolution-Agnostic Transformer-based Climate Downscaling0
Robustness of AI-based weather forecasts in a changing climate0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting0
Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution0
Seasonal Prediction with Neural GCM and Simplified Boundary Forcings: Large-scale Atmospheric Variability and Tropical Cyclone Activity0
SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models0
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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