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 401420 of 420 papers

TitleStatusHype
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Real-time Linear Operator Construction and State Estimation with the Kalman FilterCode0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
Adversarial Observations in Weather ForecastingCode0
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline modelsCode0
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme EventsCode0
Regression Conformal Prediction under BiasCode0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
A case study of spatiotemporal forecasting techniques for weather forecastingCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Deep Recurrent Gaussian Process with Variational Sparse Spectrum ApproximationCode0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency DomainCode0
Verified Uncertainty CalibrationCode0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural NetworkCode0
Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UKCode0
Consistent Validation for Predictive Methods in Spatial SettingsCode0
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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