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

Showing 111120 of 420 papers

TitleStatusHype
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative RegularizationCode1
Federated Prompt Learning for Weather Foundation Models on DevicesCode1
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher MechanismsCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
TENT: Tensorized Encoder Transformer for Temperature ForecastingCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
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Benchmark Results

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