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 151–175 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
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—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
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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