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 201210 of 420 papers

TitleStatusHype
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Regional Ocean Forecasting with Hierarchical Graph Neural Networks0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data0
Exploring the design space of deep-learning-based weather forecasting systems0
Regression Conformal Prediction under BiasCode0
YanTian: An Application Platform for AI Global Weather Forecasting Models0
Masked Autoregressive Model for Weather Forecasting0
Robustness of AI-based weather forecasts in a changing climate0
Show:102550
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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