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

Showing 181–190 of 420 papers

TitleStatusHype
CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks—0
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
Weather Prediction with Diffusion Guided by Realistic Forecast Processes—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Consistent Validation for Predictive Methods in Spatial SettingsCode0
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Comparative Evaluation of Weather Forecasting using Machine Learning Models—0
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—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