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 321–330 of 420 papers

TitleStatusHype
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—0
Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations—0
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks—0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts—0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models—0
Explainable AI-Based Interface System for Weather Forecasting Model—0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation—0
Exploring the design space of deep-learning-based weather forecasting systems—0
Exploring the Use of Machine Learning Weather Models in Data Assimilation—0
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams—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