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 171180 of 420 papers

TitleStatusHype
Ensemble methods for neural network-based weather forecastsCode0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
Improving solar wind forecasting using Data AssimilationCode0
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Verified Uncertainty CalibrationCode0
Dynamical errors in machine learning forecastsCode0
Graph networks as learnable physics engines for inference and controlCode0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
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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