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 176–200 of 420 papers

TitleStatusHype
Deep learning-based method for weather forecasting: A case study in Itoshima—0
Application of Tensorized Neural Networks for Cloud Classification—0
Uncertainty quantification for data-driven weather modelsCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting—0
CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks—0
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Mamba-ND: Selective State Space Modeling for Multi-Dimensional DataCode2
Weather Prediction with Diffusion Guided by Realistic Forecast Processes—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Consistent Validation for Predictive Methods in Spatial SettingsCode0
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Comparative Evaluation of Weather Forecasting using Machine Learning Models—0
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—0
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models—0
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather ForecastingCode3
A Practical Probabilistic Benchmark for AI Weather ModelsCode3
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting—0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Agricultural Recommendation System based on Deep Learning: A Multivariate Weather Forecasting Approach—0
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity—0
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation NowcastingCode1
Trade-off Between Dependence and Complexity for Nonparametric Learning -- an Empirical Process Approach—0
Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UKCode0
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All datasetsSEVIRShifts

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