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 51100 of 420 papers

TitleStatusHype
Precipitation nowcasting with generative diffusion modelsCode1
Scaling Spherical CNNsCode1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
Graph Neural Controlled Differential Equations for Traffic ForecastingCode1
Forecasting Tropical Cyclones with Cascaded Diffusion ModelsCode1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite MeteorologyCode1
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural OperatorsCode1
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Online Learning with Optimism and DelayCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Conditional Local Convolution for Spatio-temporal Meteorological ForecastingCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather ForecastingCode1
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
More layers! End-to-end regression and uncertainty on tabular data with deep learningCode1
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention MechanismCode1
Physics-constrained deep learning postprocessing of temperature and humidityCode1
Multiscale Simulations of Complex Systems by Learning their Effective DynamicsCode1
Learning to Accelerate Partial Differential Equations via Latent Global EvolutionCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecastingCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric DynamicsCode1
Deterministic Guidance Diffusion Model for Probabilistic Weather ForecastingCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical ChallengeCode1
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolutionCode1
Climate Modeling with Neural Diffusion EquationsCode1
Climate modeling with neural advection–diffusion equationCode1
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
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather ModelingCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
A Benchmark for AI-based Weather Data AssimilationCode1
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEsCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation NowcastingCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
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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