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 176200 of 420 papers

TitleStatusHype
Is AI Robust Enough for Scientific Research?0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
Learning and Current Prediction of PMSM Drive via Differential Neural Networks0
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data0
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting0
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency DomainCode0
Spatio-temporal Causal Learning for Streamflow Forecasting0
Tackling Data Heterogeneity in Federated Time Series Forecasting0
Resolution-Agnostic Transformer-based Climate Downscaling0
Global spatio-temporal downscaling of ERA5 precipitation through generative AI0
Exploring the Use of Machine Learning Weather Models in Data Assimilation0
Transforming the Hybrid Cloud for Emerging AI Workloads0
Leadsee-Precip: A Deep Learning Diagnostic Model for Precipitation0
Machine learning-based probabilistic forecasting of solar irradiance in Chile0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning0
LE-PDE++: Mamba for accelerating PDEs Simulations0
PACER: Physics Informed Uncertainty Aware Climate Emulator0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts0
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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