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 126–150 of 420 papers

TitleStatusHype
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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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