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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 276–300 of 420 papers

TitleStatusHype
Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model—0
Identification of synoptic weather types over Taiwan area with multiple classifiers—0
Ensemble data assimilation to diagnose AI-based weather prediction model: A case with ClimaX version 0.3.1—0
Intermediate and Future Frame Prediction of Geostationary Satellite Imagery With Warp and Refine Network—0
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes—0
Prolongation of SMAP to Spatio-temporally Seamless Coverage of Continental US Using a Deep Learning Neural Network—0
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks—0
QGAPHEnsemble : Combining Hybrid QLSTM Network Ensemble via Adaptive Weighting for Short Term Weather Forecasting—0
Quality Assessment of Pixel-Level ImageFusion Using Fuzzy Logic—0
Quantum algorithms applied to satellite mission planning for Earth observation—0
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—0
Quantum-Assisted Support Vector Regression—0
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery—0
Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting—0
Rain regime segmentation of Sentinel-1 observation learning from NEXRAD collocations with Convolution Neural Networks—0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models—0
Regional data-driven weather modeling with a global stretched-grid—0
Regional Ocean Forecasting with Hierarchical Graph Neural Networks—0
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data—0
Resolution-Agnostic Transformer-based Climate Downscaling—0
Robustness of AI-based weather forecasts in a changing climate—0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting—0
Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution—0
Seasonal Prediction with Neural GCM and Simplified Boundary Forcings: Large-scale Atmospheric Variability and Tropical Cyclone Activity—0
SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82—Unverified
2E3D-LSTMMSE4.17—Unverified
3UNetMSE4.11—Unverified
4RainformerMSE4.03—Unverified
5PredRNNMSE3.9—Unverified
6ConvLSTMMSE3.75—Unverified
7EarthformerMSE3.7—Unverified
8IAM4VPMSE2.94—Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34—Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14—Unverified