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 76100 of 420 papers

TitleStatusHype
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecastingCode1
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation NowcastingCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
Fuxi-DA: A Generalized Deep Learning Data Assimilation Framework for Assimilating Satellite ObservationsCode1
Conditional Local Convolution for Spatio-temporal Meteorological ForecastingCode1
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolutionCode1
Climate Modeling with Neural Diffusion EquationsCode1
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural OperatorsCode1
An Open-source Tool for Hyperspectral Image Augmentation in TensorflowCode1
Continuous Ensemble Weather Forecasting with Diffusion modelsCode1
Convolutional LSTM Network: A Machine Learning Approach for Precipitation NowcastingCode1
Climate modeling with neural advection–diffusion equationCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
A Benchmark for AI-based Weather Data AssimilationCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical ChallengeCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
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