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 151–200 of 420 papers

TitleStatusHype
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—0
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—0
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling—0
Towards Location-Specific Precipitation Projections Using Deep Neural Networks—0
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting—0
A Real-time Multimodal Transformer Neural Network-powered Wildfire Forecasting System—0
Advancing Eurasia Fire Understanding Through Machine Learning TechniquesCode0
Probabilistic neural operators for functional uncertainty quantificationCode0
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models—0
A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution—0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
BARNN: A Bayesian Autoregressive and Recurrent Neural Network—0
WSSM: Geographic-enhanced hierarchical state-space model for global station weather forecast—0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
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
Is AI Robust Enough for Scientific Research?—0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
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
Tackling Data Heterogeneity in Federated Time Series Forecasting—0
Resolution-Agnostic Transformer-based Climate Downscaling—0
Global spatio-temporal downscaling of ERA5 precipitation through generative AI—0
Exploring the Use of Machine Learning Weather Models in Data Assimilation—0
Transforming the Hybrid Cloud for Emerging AI Workloads—0
Leadsee-Precip: A Deep Learning Diagnostic Model for Precipitation—0
Machine learning-based probabilistic forecasting of solar irradiance in Chile—0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting—0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis—0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning—0
LE-PDE++: Mamba for accelerating PDEs Simulations—0
PACER: Physics Informed Uncertainty Aware Climate Emulator—0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts—0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models—0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts—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