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 101–125 of 420 papers

TitleStatusHype
Continuous Ensemble Weather Forecasting with Diffusion modelsCode1
Regression Conformal Prediction under BiasCode0
YanTian: An Application Platform for AI Global Weather Forecasting Models—0
Masked Autoregressive Model for Weather Forecasting—0
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
Robustness of AI-based weather forecasts in a changing climate—0
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer—0
Super Resolution On Global Weather Forecasts—0
WeatherReal: A Benchmark Based on In-Situ Observations for Evaluating Weather ModelsCode1
Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data—0
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
FuXi-2.0: Advancing machine learning weather forecasting model for practical applicationsCode5
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Regional data-driven weather modeling with a global stretched-grid—0
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks—0
Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data—0
Causal machine learning for sustainable agroecosystems—0
A Benchmark for AI-based Weather Data AssimilationCode1
Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling—0
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting—0
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
MetMamba: Regional Weather Forecasting with Spatial-Temporal Mamba Model—0
FuXi Weather: A data-to-forecast machine learning system for global weatherCode2
Inter-Series Transformer: Attending to Products in Time Series Forecasting—0
Show:102550
← PrevPage 5 of 17Next →
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