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

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Showing 51–100 of 420 papers

TitleStatusHype
Precipitation nowcasting with generative diffusion modelsCode1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
Online Learning with Optimism and DelayCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather ModelingCode1
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEsCode1
Probabilistic Forecasting with Generative Networks via Scoring Rule MinimizationCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological DataCode1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphereCode1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite MeteorologyCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
Implicit Assimilation of Sparse In Situ Data for Dense & Global Storm Surge ForecastingCode1
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Implicit Stacked Autoregressive Model for Video PredictionCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Graph Neural Controlled Differential Equations for Traffic ForecastingCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric DynamicsCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural OperatorsCode1
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
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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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