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 226–250 of 420 papers

TitleStatusHype
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails—0
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting—0
Weather-Driven Priority Charging for Battery Storage Systems in Hybrid Renewable Energy Grids—0
Weather Forecasting Error in Solar Energy Forecasting—0
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer—0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning—0
Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data—0
Weather Prediction with Diffusion Guided by Realistic Forecast Processes—0
WSSM: Geographic-enhanced hierarchical state-space model for global station weather forecast—0
YanTian: An Application Platform for AI Global Weather Forecasting Models—0
Zero-shot Microclimate Prediction with Deep Learning—0
1 Million Captioned Dutch Newspaper Images—0
Rethinking Evaluation Metric for Probability Estimation Models Using Esports Data—0
Skillful joint probabilistic weather forecasting from marginals—0
Aardvark weather: end-to-end data-driven weather forecasting—0
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Inference from Real-World Sparse Measurements—0
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model—0
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting—0
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis—0
A framework for IoT-Enabled Smart Agriculture—0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts—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