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 1–10 of 420 papers

TitleStatusHype
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scaleCode3
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
A multi-scale loss formulation for learning a probabilistic model with proper score optimisation—0
Skillful joint probabilistic weather forecasting from marginals—0
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year ScaleCode0
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
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All datasetsSEVIRShifts

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34—Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14—Unverified