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
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
Verified Uncertainty CalibrationCode0
Dynamical errors in machine learning forecastsCode0
Improving solar wind forecasting using Data AssimilationCode0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
DIT4BEARs Smart Roads InternshipCode0
Regression Conformal Prediction under BiasCode0
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite ImageCode0
Graph networks as learnable physics engines for inference and controlCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Causal machine learning for sustainable agroecosystems—0
Discovering dependencies in complex physical systems using Neural Networks—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting—0
A Machine Learning Approach to Adaptive Covariance Localization—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows—0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings—0
A Joint Model and Data Driven Method for Distributed Estimation—0
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity—0
Deep Probability Estimation—0
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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