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 3140 of 420 papers

TitleStatusHype
Clifford Neural Layers for PDE ModelingCode2
Earthformer: Exploring Space-Time Transformers for Earth System ForecastingCode2
Shifts 2.0: Extending The Dataset of Real Distributional ShiftsCode2
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural OperatorsCode2
NGBoost: Natural Gradient Boosting for Probabilistic PredictionCode2
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention MechanismCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
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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