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 191200 of 420 papers

TitleStatusHype
Machine learning-based probabilistic forecasting of solar irradiance in Chile0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning0
LE-PDE++: Mamba for accelerating PDEs Simulations0
PACER: Physics Informed Uncertainty Aware Climate Emulator0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts0
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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