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 2650 of 420 papers

TitleStatusHype
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
ClimaX: A foundation model for weather and climateCode2
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Clifford Neural Layers for PDE ModelingCode2
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid ModelingCode2
Graph-based Neural Weather Prediction for Limited Area ModelingCode2
Neural General Circulation Models for Weather and ClimateCode2
ClimateLearn: Benchmarking Machine Learning for Weather and Climate ModelingCode2
Earthformer: Exploring Space-Time Transformers for Earth System ForecastingCode2
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Fuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite ObservationsCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather ForecastingCode1
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather ModelingCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
Deterministic Guidance Diffusion Model for Probabilistic Weather ForecastingCode1
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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