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
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
Zero-shot Microclimate Prediction with Deep Learning—0
1 Million Captioned Dutch Newspaper Images—0
Rethinking Evaluation Metric for Probability Estimation Models Using Esports Data—0
Skillful joint probabilistic weather forecasting from marginals—0
Aardvark weather: end-to-end data-driven weather forecasting—0
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Inference from Real-World Sparse Measurements—0
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model—0
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting—0
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis—0
A framework for IoT-Enabled Smart Agriculture—0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts—0
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery—0
Agricultural Recommendation System based on Deep Learning: A Multivariate Weather Forecasting Approach—0
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges—0
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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