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 5175 of 420 papers

TitleStatusHype
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
An Open-source Tool for Hyperspectral Image Augmentation in TensorflowCode1
Graph Neural Controlled Differential Equations for Traffic ForecastingCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric DynamicsCode1
Implicit Stacked Autoregressive Model for Video PredictionCode1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphereCode1
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolutionCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
Multiscale Simulations of Complex Systems by Learning their Effective DynamicsCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
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
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
Deterministic Guidance Diffusion Model for Probabilistic Weather ForecastingCode1
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather ModelingCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Climate Modeling with Neural Diffusion EquationsCode1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecastingCode1
Climate modeling with neural advection–diffusion equationCode1
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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