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 7180 of 420 papers

TitleStatusHype
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting0
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency DomainCode0
Spatio-temporal Causal Learning for Streamflow Forecasting0
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather ForecastingCode1
Tackling Data Heterogeneity in Federated Time Series Forecasting0
Global spatio-temporal downscaling of ERA5 precipitation through generative AI0
Exploring the Use of Machine Learning Weather Models in Data Assimilation0
Resolution-Agnostic Transformer-based Climate Downscaling0
Transforming the Hybrid Cloud for Emerging AI Workloads0
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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