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 7180 of 420 papers

TitleStatusHype
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEsCode1
Towards an end-to-end artificial intelligence driven global weather forecasting systemCode1
Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization ApproachCode1
Scaling transformer neural networks for skillful and reliable medium-range weather forecastingCode1
Deterministic Guidance Diffusion Model for Probabilistic Weather ForecastingCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Precipitation nowcasting with generative diffusion modelsCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
Towards Stability of Autoregressive Neural OperatorsCode1
Scaling Spherical CNNsCode1
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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