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 51–100 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
Tackling Data Heterogeneity in Federated Time Series Forecasting—0
Global spatio-temporal downscaling of ERA5 precipitation through generative AI—0
Resolution-Agnostic Transformer-based Climate Downscaling—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
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning—0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis—0
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
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
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
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts—0
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data—0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Regional Ocean Forecasting with Hierarchical Graph Neural NetworksCode0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Exploring the design space of deep-learning-based weather forecasting systems—0
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data—0
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather ForecastingCode1
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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