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 226–250 of 420 papers

TitleStatusHype
Ensemble data assimilation to diagnose AI-based weather prediction model: A case with ClimaX version 0.3.1—0
A Multi-Level Hierarchical Framework for the Classification of Weather Conditions and Hazard Prediction—0
Is That Rain? Understanding Effects on Visual Odometry Performance for Autonomous UAVs and Efficient DNN-based Rain Classification at the Edge—0
Global atmospheric data assimilation with multi-modal masked autoencoders—0
A Scalable Real-Time Data Assimilation Framework for Predicting Turbulent Atmosphere Dynamics—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges—0
VarteX: Enhancing Weather Forecast through Distributed Variable Representation—0
Neural Incremental Data Assimilation—0
Valid Error Bars for Neural Weather Models using Conformal Prediction—0
Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production—0
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting—0
FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation—0
Sheaf HyperNetworks for Personalized Federated Learning—0
SFANet: Spatial-Frequency Attention Network for Weather Forecasting—0
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
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
CaFA: Global Weather Forecasting with Factorized Attention on SphereCode0
Decomposing weather forecasting into advection and convection with neural networks—0
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting—0
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
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
Aardvark weather: end-to-end data-driven weather 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