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
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
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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