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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 420 papers

TitleStatusHype
Variational Data Assimilation with a Learned Inverse Observation OperatorCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEsCode1
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural OperatorsCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Graph Neural Controlled Differential Equations for Traffic ForecastingCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation NowcastingCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
FourCastNeXt: Optimizing FourCastNet Training for Limited ComputeCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural OperatorsCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
Deterministic Guidance Diffusion Model for Probabilistic Weather ForecastingCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization ApproachCode1
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Causal machine learning for sustainable agroecosystems—0
Discovering dependencies in complex physical systems using Neural Networks—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting—0
A Machine Learning Approach to Adaptive Covariance Localization—0
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows—0
A Joint Model and Data Driven Method for Distributed Estimation—0
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation—0
BARNN: A Bayesian Autoregressive and Recurrent Neural Network—0
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity—0
FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators—0
Deep Probability Estimation—0
From Cities to Series: Complex Networks and Deep Learning for Improved Spatial and Temporal Analytics*—0
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting—0
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges—0
Deep Learning Techniques in Extreme Weather Events: A Review—0
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data—0
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning—0
Agricultural Recommendation System based on Deep Learning: A Multivariate Weather Forecasting Approach—0
Deep learning-based method for weather forecasting: A case study in Itoshima—0
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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