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 125 of 420 papers

TitleStatusHype
TimesNet: Temporal 2D-Variation Modeling for General Time Series AnalysisCode6
FuXi-2.0: Advancing machine learning weather forecasting model for practical applicationsCode5
TimeMixer: Decomposable Multiscale Mixing for Time Series ForecastingCode5
GraphCast: Learning skillful medium-range global weather forecastingCode5
DUET: Dual Clustering Enhanced Multivariate Time Series ForecastingCode5
GenCast: Diffusion-based ensemble forecasting for medium-range weatherCode5
A Foundation Model for the Earth SystemCode3
SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series ForecastingCode3
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scaleCode3
Learning Neural PDE Solvers with Parameter-Guided Channel AttentionCode3
WeatherMesh-3: Fast and accurate operational global weather forecastingCode3
OneForecast: A Universal Framework for Global and Regional Weather ForecastingCode3
A Practical Probabilistic Benchmark for AI Weather ModelsCode3
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather ForecastingCode3
Probabilistic Weather Forecasting with Hierarchical Graph Neural NetworksCode3
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Graph-based Neural Weather Prediction for Limited Area ModelingCode2
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid ModelingCode2
Neural General Circulation Models for Weather and ClimateCode2
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural OperatorsCode2
ClimateLearn: Benchmarking Machine Learning for Weather and Climate ModelingCode2
Clifford Neural Layers for PDE ModelingCode2
ClimaX: A foundation model for weather and climateCode2
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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