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
TimeMixer: Decomposable Multiscale Mixing for Time Series ForecastingCode5
GenCast: Diffusion-based ensemble forecasting for medium-range weatherCode5
FuXi-2.0: Advancing machine learning weather forecasting model for practical applicationsCode5
GraphCast: Learning skillful medium-range global weather forecastingCode5
DUET: Dual Clustering Enhanced Multivariate Time Series ForecastingCode5
A Practical Probabilistic Benchmark for AI Weather ModelsCode3
SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series ForecastingCode3
Learning Neural PDE Solvers with Parameter-Guided Channel AttentionCode3
A Foundation Model for the Earth SystemCode3
WeatherMesh-3: Fast and accurate operational global weather forecastingCode3
Probabilistic Weather Forecasting with Hierarchical Graph Neural NetworksCode3
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather ForecastingCode3
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scaleCode3
OneForecast: A Universal Framework for Global and Regional Weather ForecastingCode3
ClimateLearn: Benchmarking Machine Learning for Weather and Climate ModelingCode2
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
CRA5: Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational TransformerCode2
Clifford Neural Layers for PDE ModelingCode2
Neural General Circulation Models for Weather and ClimateCode2
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
ClimaX: A foundation model for weather and climateCode2
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEsCode2
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid ModelingCode2
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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