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
Climate modeling with neural advection–diffusion equationCode1
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer ArchitecturesCode1
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet ArchitectureCode1
Federated Prompt Learning for Weather Foundation Models on DevicesCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Online Learning with Optimism and DelayCode1
SpoT-Mamba: Learning Long-Range Dependency on Spatio-Temporal Graphs with Selective State SpacesCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
EWMoE: An effective model for global weather forecasting with mixture-of-expertsCode1
Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation NetworkCode1
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative RegularizationCode1
PromptCast: A New Prompt-based Learning Paradigm for Time Series ForecastingCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale TasksCode1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
Probabilistic Forecasting with Generative Networks via Scoring Rule MinimizationCode1
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial NetworkCode1
Towards an end-to-end artificial intelligence driven global weather forecasting systemCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecastingCode1
Scaling Spherical CNNsCode1
Regression Conformal Prediction under BiasCode0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
Real-time Linear Operator Construction and State Estimation with the Kalman FilterCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Reducing Smoothness with Expressive Memory Enhanced 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
Probabilistic neural operators for functional uncertainty quantificationCode0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
Deep Recurrent Gaussian Process with Variational Sparse Spectrum ApproximationCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural NetworkCode0
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
Parity CalibrationCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
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
Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UKCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
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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