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

Showing 101150 of 420 papers

TitleStatusHype
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet ArchitectureCode1
Climate modeling with neural advection–diffusion equationCode1
Federated Prompt Learning for Weather Foundation Models on DevicesCode1
Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation NetworkCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher MechanismsCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Scaling transformer neural networks for skillful and reliable medium-range weather forecastingCode1
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Precipitation nowcasting with generative diffusion modelsCode1
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
Probabilistic Forecasting with Generative Networks via Scoring Rule MinimizationCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite MeteorologyCode1
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale TasksCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer ArchitecturesCode1
Real-time Linear Operator Construction and State Estimation with the Kalman FilterCode0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Regional Ocean Forecasting with Hierarchical Graph Neural NetworksCode0
Differentiable Physics-informed Graph NetworksCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
CaFA: Global Weather Forecasting with Factorized Attention on SphereCode0
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systemsCode0
Regression Conformal Prediction under BiasCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic SettingsCode0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
Deep Recurrent Gaussian Process with Variational Sparse Spectrum ApproximationCode0
Probabilistic neural operators for functional uncertainty quantificationCode0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
A Variational U-Net for Weather ForecastingCode0
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
OceanNet: A principled neural operator-based digital twin for regional oceansCode0
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive LearningCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Parity CalibrationCode0
A case study of spatiotemporal forecasting techniques for weather forecastingCode0
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year ScaleCode0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Neural Dynamics on Complex NetworksCode0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified