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 51–75 of 420 papers

TitleStatusHype
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
BARNN: A Bayesian Autoregressive and Recurrent Neural Network—0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
WSSM: Geographic-enhanced hierarchical state-space model for global station weather forecast—0
QGAPHEnsemble : Combining Hybrid QLSTM Network Ensemble via Adaptive Weighting for Short Term Weather Forecasting—0
A framework for IoT-Enabled Smart Agriculture—0
FlowDAS: A Stochastic Interpolant-based Framework for Data Assimilation—0
Weather-Driven Priority Charging for Battery Storage Systems in Hybrid Renewable Energy Grids—0
Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations—0
LWFNet: Coherent Doppler Wind Lidar-Based Network for Wind Field Retrieval—0
General Information Metrics for Improving AI Model Training Efficiency—0
OMG-HD: A High-Resolution AI Weather Model for End-to-End Forecasts from Observations—0
WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series ForecastingCode2
Is AI Robust Enough for Scientific Research?—0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
ArchesWeather & ArchesWeatherGen: a deterministic and generative model for efficient ML weather forecastingCode2
DUET: Dual Clustering Enhanced Multivariate Time Series ForecastingCode5
Learning and Current Prediction of PMSM Drive via Differential Neural Networks—0
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data—0
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model—0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting—0
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency DomainCode0
Spatio-temporal Causal Learning for Streamflow Forecasting—0
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather ForecastingCode1
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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