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 1120 of 420 papers

TitleStatusHype
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
PEAR: Equal Area Weather Forecasting on the Sphere0
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
FABLE: A Localized, Targeted Adversarial Attack on Weather Forecasting Models0
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention MechanismCode1
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class PredictionCode0
Seasonal Prediction with Neural GCM and Simplified Boundary Forcings: Large-scale Atmospheric Variability and Tropical Cyclone Activity0
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density0
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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