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
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
Deep Probability Estimation—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
Discovering dependencies in complex physical systems using Neural Networks—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Distributed Stochastic Bandit Learning with Delayed Context Observation—0
DL-Corrector-Remapper: A grid-free bias-correction deep learning methodology for data-driven high-resolution global weather forecasting—0
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán—0
DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting—0
Early warning in egg production curves from commercial hens: A SVM approach—0
EarthNets: Empowering AI in Earth Observation—0
Efficient Baseline for Quantitative Precipitation Forecasting in Weather4cast 2023—0
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation—0
Efficient spatio-temporal weather forecasting using U-Net—0
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—0
Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations—0
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks—0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts—0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models—0
Explainable AI-Based Interface System for Weather Forecasting Model—0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation—0
Exploring the design space of deep-learning-based weather forecasting systems—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