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 151–175 of 420 papers

TitleStatusHype
Sheaf HyperNetworks for Personalized Federated Learning—0
SFANet: Spatial-Frequency Attention Network for Weather Forecasting—0
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolutionCode1
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams—0
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks—0
TimeMixer: Decomposable Multiscale Mixing for Time Series ForecastingCode5
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid ModelingCode2
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
A Foundation Model for the Earth SystemCode3
CaFA: Global Weather Forecasting with Factorized Attention on SphereCode0
Decomposing weather forecasting into advection and convection with neural networks—0
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting—0
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre—0
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme EventsCode0
SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series ForecastingCode3
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEsCode2
Fuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite ObservationsCode1
Implicit Assimilation of Sparse In Situ Data for Dense & Global Storm Surge ForecastingCode1
Aardvark weather: end-to-end data-driven weather forecasting—0
Global Vegetation Modeling with Pre-Trained Weather Transformers—0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation—0
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting—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