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 3140 of 420 papers

TitleStatusHype
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
Explainable AI-Based Interface System for Weather Forecasting Model0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models0
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction0
WeatherMesh-3: Fast and accurate operational global weather forecastingCode3
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation0
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models0
Towards Location-Specific Precipitation Projections Using Deep Neural Networks0
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting0
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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