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 2130 of 420 papers

TitleStatusHype
Neural General Circulation Models for Weather and ClimateCode2
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid ModelingCode2
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
Clifford Neural Layers for PDE ModelingCode2
Graph-based Neural Weather Prediction for Limited Area ModelingCode2
ArchesWeather & ArchesWeatherGen: a deterministic and generative model for efficient ML weather forecastingCode2
ClimaX: A foundation model for weather and climateCode2
Earthformer: Exploring Space-Time Transformers for Earth System ForecastingCode2
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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