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 351–400 of 420 papers

TitleStatusHype
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting—0
A station-data-based model residual machine learning method for fine-grained meteorological grid prediction—0
Efficient spatio-temporal weather forecasting using U-Net—0
Deep Probability Estimation—0
Quantum-Assisted Support Vector Regression—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
A Variational U-Net for Weather ForecastingCode0
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets—0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and CollaborationCode0
GNSS Radio Occultation on Aerial Platforms with Commercial Off-The-Shelf Receivers—0
DIT4BEARs Smart Roads InternshipCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformersCode0
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation—0
Discovering dependencies in complex physical systems using Neural Networks—0
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery—0
Improving solar wind forecasting using Data AssimilationCode0
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting—0
Modeling the Impact of 5G Leakage on Weather Prediction—0
Smart Weather Forecasting Using Machine Learning:A Case Study in Tennessee—0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
Statistical post-processing of wind speed forecasts using convolutional neural networks—0
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations—0
Climbing down Charney's ladder: Machine Learning and the post-Dennard era of computational climate science—0
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning—0
Ensemble methods for neural network-based weather forecastsCode0
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems—0
Model Extraction Attacks against Recurrent Neural Networks—0
Real-time Linear Operator Construction and State Estimation with the Kalman FilterCode0
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning—0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network—0
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather ForecastingCode0
Predicting Weather Uncertainty with Deep Convnets—0
Overview of Fault Tolerant Techniques in Underwater Sensor Networks—0
MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive—0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
Verified Uncertainty CalibrationCode0
Statistical and machine learning ensemble modelling to forecast sea surface temperature—0
Neural Dynamics on Complex NetworksCode0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning—0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural NetworkCode0
Identification of synoptic weather types over Taiwan area with multiple classifiers—0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
Early warning in egg production curves from commercial hens: A SVM approach—0
A mixture of experts model for predicting persistent weather patterns—0
Differentiable Physics-informed Graph NetworksCode0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails—0
Show:102550
← PrevPage 8 of 9Next →
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