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 251–275 of 420 papers

TitleStatusHype
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery—0
Agricultural Recommendation System based on Deep Learning: A Multivariate Weather Forecasting Approach—0
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges—0
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation—0
A Joint Model and Data Driven Method for Distributed Estimation—0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction—0
A Machine Learning Approach to Adaptive Covariance Localization—0
A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting—0
A mixture of experts model for predicting persistent weather patterns—0
A Multi-Level Hierarchical Framework for the Classification of Weather Conditions and Hazard Prediction—0
A multi-scale loss formulation for learning a probabilistic model with proper score optimisation—0
A Multi-Scheme Ensemble Using Coopetitive Soft-Gating With Application to Power Forecasting for Renewable Energy Generation—0
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting—0
A Novel Transformer Network with Shifted Window Cross-Attention for Spatiotemporal Weather Forecasting—0
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation—0
Application of Tensorized Neural Networks for Cloud Classification—0
A Real-time Multimodal Transformer Neural Network-powered Wildfire Forecasting System—0
ARFA: An Asymmetric Receptive Field Autoencoder Model for Spatiotemporal Prediction—0
A Scalable Real-Time Data Assimilation Framework for Predicting Turbulent Atmosphere Dynamics—0
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation—0
A station-data-based model residual machine learning method for fine-grained meteorological grid prediction—0
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements—0
Automatic Data Registration of Geostationary Payloads for Meteorological Applications at ISRO—0
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning—0
BARNN: A Bayesian Autoregressive and Recurrent Neural Network—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