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 351–375 of 420 papers

TitleStatusHype
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
Physics-Based Trajectory Design for Cellular-Connected UAV in Rainy Environments Based on Deep Reinforcement Learning—0
Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies—0
Physics Informed Shallow Machine Learning for Wind Speed Prediction—0
Precipitation Nowcasting: Leveraging bidirectional LSTM and 1D CNN—0
Predicting Electricity Infrastructure Induced Wildfire Risk in California—0
Predicting Weather Uncertainty with Deep Convnets—0
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre—0
OceanNet: A principled neural operator-based digital twin for regional oceansCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather ForecastingCode0
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural NetworksCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
Ensemble methods for neural network-based weather forecastsCode0
Parity CalibrationCode0
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systemsCode0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
Neural Dynamics on Complex NetworksCode0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformersCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
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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