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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 161–170 of 420 papers

TitleStatusHype
Generalized Mixture Model for Extreme Events Forecasting in Time Series Data—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—0
Data-Centric Epidemic Forecasting: A Survey—0
A station-data-based model residual machine learning method for fine-grained meteorological grid prediction—0
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation—0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts—0
General Information Metrics for Improving AI Model Training Efficiency—0
Global atmospheric data assimilation with multi-modal masked autoencoders—0
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
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All datasetsSEVIRShifts

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82—Unverified
2E3D-LSTMMSE4.17—Unverified
3UNetMSE4.11—Unverified
4RainformerMSE4.03—Unverified
5PredRNNMSE3.9—Unverified
6ConvLSTMMSE3.75—Unverified
7EarthformerMSE3.7—Unverified
8IAM4VPMSE2.94—Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34—Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14—Unverified