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 201–250 of 420 papers

TitleStatusHype
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
Regional Ocean Forecasting with Hierarchical Graph Neural NetworksCode0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data—0
Exploring the design space of deep-learning-based weather forecasting systems—0
Regression Conformal Prediction under BiasCode0
YanTian: An Application Platform for AI Global Weather Forecasting Models—0
Masked Autoregressive Model for Weather Forecasting—0
Robustness of AI-based weather forecasts in a changing climate—0
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer—0
Super Resolution On Global Weather Forecasts—0
Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data—0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Regional data-driven weather modeling with a global stretched-grid—0
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks—0
Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data—0
Causal machine learning for sustainable agroecosystems—0
Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling—0
LightWeather: Harnessing Absolute Positional Encoding to Efficient and Scalable Global Weather Forecasting—0
MetMamba: Regional Weather Forecasting with Spatial-Temporal Mamba Model—0
Inter-Series Transformer: Attending to Products in Time Series Forecasting—0
Machine Learning for Predicting Chaotic Systems—0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine—0
Ensemble data assimilation to diagnose AI-based weather prediction model: A case with ClimaX version 0.3.1—0
A Multi-Level Hierarchical Framework for the Classification of Weather Conditions and Hazard Prediction—0
Is That Rain? Understanding Effects on Visual Odometry Performance for Autonomous UAVs and Efficient DNN-based Rain Classification at the Edge—0
Global atmospheric data assimilation with multi-modal masked autoencoders—0
A Scalable Real-Time Data Assimilation Framework for Predicting Turbulent Atmosphere Dynamics—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges—0
VarteX: Enhancing Weather Forecast through Distributed Variable Representation—0
Neural Incremental Data Assimilation—0
Valid Error Bars for Neural Weather Models using Conformal Prediction—0
Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production—0
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting—0
FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation—0
Sheaf HyperNetworks for Personalized Federated Learning—0
SFANet: Spatial-Frequency Attention Network for Weather Forecasting—0
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams—0
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks—0
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
CaFA: Global Weather Forecasting with Factorized Attention on SphereCode0
Decomposing weather forecasting into advection and convection with neural networks—0
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting—0
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre—0
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme EventsCode0
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
Aardvark weather: end-to-end data-driven weather forecasting—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