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 301–350 of 420 papers

TitleStatusHype
SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models—0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network—0
Segregation and Context Aggregation Network for Real-time Cloud Segmentation—0
SFANet: Spatial-Frequency Attention Network for Weather Forecasting—0
Sheaf HyperNetworks for Personalized Federated Learning—0
Simultaneous Detection and Removal of High Altitude Clouds From an Image—0
Smart Weather Forecasting Using Machine Learning:A Case Study in Tennessee—0
Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production—0
Spatio-temporal Causal Learning for Streamflow Forecasting—0
Spatio-temporal Stacked LSTM for Temperature Prediction in Weather Forecasting—0
Statistical and machine learning ensemble modelling to forecast sea surface temperature—0
Statistical post-processing of wind speed forecasts using convolutional neural networks—0
Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting—0
Storm Detection by Visual Learning Using Satellite Images—0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine—0
Super Resolution On Global Weather Forecasts—0
SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting—0
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation—0
Tackling Data Heterogeneity in Federated Time Series Forecasting—0
The Compatibility between the Pangu Weather Forecasting Model and Meteorological Operational Data—0
The Error is the Feature: how to Forecast Lightning using a Model Prediction Error—0
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets—0
Towards Location-Specific Precipitation Projections Using Deep Neural Networks—0
Towards prediction of rapid intensification in tropical cyclones with recurrent neural networks—0
Towards Climate Variable Prediction with Conditioned Spatio-Temporal Normalizing Flows—0
Trade-off Between Dependence and Complexity for Nonparametric Learning -- an Empirical Process Approach—0
Transforming the Hybrid Cloud for Emerging AI Workloads—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model—0
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation—0
Valid Error Bars for Neural Weather Models using Conformal Prediction—0
VarteX: Enhancing Weather Forecast through Distributed Variable Representation—0
SIAM: A Simple Alternating Mixer for Video Prediction—0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails—0
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting—0
Weather-Driven Priority Charging for Battery Storage Systems in Hybrid Renewable Energy Grids—0
Weather Forecasting Error in Solar Energy Forecasting—0
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer—0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning—0
Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data—0
Weather Prediction with Diffusion Guided by Realistic Forecast Processes—0
WSSM: Geographic-enhanced hierarchical state-space model for global station weather forecast—0
YanTian: An Application Platform for AI Global Weather Forecasting Models—0
OMG-HD: A High-Resolution AI Weather Model for End-to-End Forecasts from Observations—0
On some limitations of data-driven weather forecasting models—0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage—0
Over-the-Air Federated Learning in Satellite systems—0
Overview of Fault Tolerant Techniques in Underwater Sensor Networks—0
PACER: Physics Informed Uncertainty Aware Climate Emulator—0
PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring—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