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 111120 of 420 papers

TitleStatusHype
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
FuXi-2.0: Advancing machine learning weather forecasting model for practical applicationsCode5
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Regional data-driven weather modeling with a global stretched-grid0
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks0
Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data0
Causal machine learning for sustainable agroecosystems0
A Benchmark for AI-based Weather Data AssimilationCode1
Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified