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
Shifts 2.0: Extending The Dataset of Real Distributional ShiftsCode2
ENS-10: A Dataset For Post-Processing Ensemble Weather ForecastsCode1
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
Learning to Accelerate Partial Differential Equations via Latent Global EvolutionCode1
DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting—0
Predicting Electricity Infrastructure Induced Wildfire Risk in California—0
From Cities to Series: Complex Networks and Deep Learning for Improved Spatial and Temporal Analytics*—0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation—0
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networksCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline modelsCode0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts—0
Knowledge distillation with error-correcting transfer learning for wind power prediction—0
Physics Informed Shallow Machine Learning for Wind Speed Prediction—0
Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting—0
Less is more: a new machine-learning methodology for spatiotemporal systems—0
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural OperatorsCode2
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical ChallengeCode1
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
Probabilistic Forecasting with Generative Networks via Scoring Rule MinimizationCode1
Efficient spatio-temporal weather forecasting using U-Net—0
More layers! End-to-end regression and uncertainty on tabular data with deep learningCode1
Graph Neural Controlled Differential Equations for Traffic ForecastingCode1
Deep Probability Estimation—0
Quantum-Assisted Support Vector Regression—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
Climate Modeling with Neural Diffusion EquationsCode1
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
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale TasksCode1
DIT4BEARs Smart Roads InternshipCode0
TENT: Tensorized Encoder Transformer for Temperature ForecastingCode1
Online Learning with Optimism and DelayCode1
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningCode1
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformersCode0
Variational Data Assimilation with a Learned Inverse Observation OperatorCode1
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation—0
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher MechanismsCode1
Discovering dependencies in complex physical systems using Neural Networks—0
Conditional Local Convolution for Spatio-temporal Meteorological ForecastingCode1
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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