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
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Probabilistic Forecasting with Generative Networks via Scoring Rule MinimizationCode1
PromptCast: A New Prompt-based Learning Paradigm for Time Series ForecastingCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
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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