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 211–220 of 420 papers

TitleStatusHype
Comparative Evaluation of Weather Forecasting using Machine Learning Models—0
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting—0
Conformal Loss-Controlling Prediction—0
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting—0
CoNO: Complex Neural Operator for Continuous Dynamical Systems—0
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
Data-Centric Epidemic Forecasting: A Survey—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting—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