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 371–380 of 420 papers

TitleStatusHype
LE-PDE++: Mamba for accelerating PDEs Simulations—0
Less is more: a new machine-learning methodology for spatiotemporal systems—0
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting—0
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations—0
Loss-Controlling Calibration for Predictive Models—0
LWFNet: Coherent Doppler Wind Lidar-Based Network for Wind Field Retrieval—0
Machine learning-based probabilistic forecasting of solar irradiance in Chile—0
Machine Learning for Predicting Chaotic Systems—0
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations—0
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning—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