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 251–300 of 420 papers

TitleStatusHype
Global Vegetation Modeling with Pre-Trained Weather Transformers—0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation—0
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting—0
Deep learning-based method for weather forecasting: A case study in Itoshima—0
Application of Tensorized Neural Networks for Cloud Classification—0
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting—0
CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks—0
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Weather Prediction with Diffusion Guided by Realistic Forecast Processes—0
Consistent Validation for Predictive Methods in Spatial SettingsCode0
Comparative Evaluation of Weather Forecasting using Machine Learning Models—0
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—0
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models—0
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting—0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Agricultural Recommendation System based on Deep Learning: A Multivariate Weather Forecasting Approach—0
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity—0
Trade-off Between Dependence and Complexity for Nonparametric Learning -- an Empirical Process Approach—0
Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UKCode0
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite ImageCode0
Zero-shot Microclimate Prediction with Deep Learning—0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
FengWu-4DVar: Coupling the Data-driven Weather Forecasting Model with 4D Variational Assimilation—0
FuXi-S2S: A machine learning model that outperforms conventional global subseasonal forecast models—0
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán—0
SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting—0
Kunyu: A High-Performing Global Weather Model Beyond Regression Losses—0
Learning to forecast diagnostic parameters using pre-trained weather embedding—0
Learning Robust Precipitation Forecaster by Temporal Frame InterpolationCode0
Efficient Baseline for Quantitative Precipitation Forecasting in Weather4cast 2023—0
SIAM: A Simple Alternating Mixer for Video Prediction—0
Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies—0
Towards Climate Variable Prediction with Conditioned Spatio-Temporal Normalizing Flows—0
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations—0
Mobile Internet Quality Estimation using Self-Tuning Kernel Regression—0
FuXi-Extreme: Improving extreme rainfall and wind forecasts with diffusion model—0
Generalized Mixture Model for Extreme Events Forecasting in Time Series Data—0
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
CoNO: Complex Neural Operator for Continuous Dynamical Systems—0
CoDBench: A Critical Evaluation of Data-driven Models for Continuous Dynamical Systems—0
OceanNet: A principled neural operator-based digital twin for regional oceansCode0
Neural Operators for Accelerating Scientific Simulations and Design—0
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation—0
PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring—0
Graph-enabled Reinforcement Learning for Time Series Forecasting with Adaptive Intelligence—0
On some limitations of data-driven weather forecasting models—0
Rethinking Evaluation Metric for Probability Estimation Models Using Esports Data—0
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural NetworksCode0
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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