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 351–360 of 420 papers

TitleStatusHype
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting—0
A station-data-based model residual machine learning method for fine-grained meteorological grid prediction—0
Efficient spatio-temporal weather forecasting using U-Net—0
Deep Probability Estimation—0
Quantum-Assisted Support Vector Regression—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
A Variational U-Net for Weather ForecastingCode0
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets—0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and CollaborationCode0
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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