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 1–50 of 420 papers

TitleStatusHype
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scaleCode3
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage—0
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
A multi-scale loss formulation for learning a probabilistic model with proper score optimisation—0
Skillful joint probabilistic weather forecasting from marginals—0
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year ScaleCode0
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
PEAR: Equal Area Weather Forecasting on the Sphere—0
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model—0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
FABLE: A Localized, Targeted Adversarial Attack on Weather Forecasting Models—0
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention MechanismCode1
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class PredictionCode0
Seasonal Prediction with Neural GCM and Simplified Boundary Forcings: Large-scale Atmospheric Variability and Tropical Cyclone Activity—0
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density—0
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
Adversarial Observations in Weather ForecastingCode0
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
Segregation and Context Aggregation Network for Real-time Cloud Segmentation—0
Dynamical errors in machine learning forecastsCode0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic SettingsCode0
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models—0
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements—0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models—0
Explainable AI-Based Interface System for Weather Forecasting Model—0
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—0
WeatherMesh-3: Fast and accurate operational global weather forecastingCode3
A Spatial-temporal Deep Probabilistic Diffusion Model for Reliable Hail Nowcasting with Radar Echo Extrapolation—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—0
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling—0
Towards Location-Specific Precipitation Projections Using Deep Neural Networks—0
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting—0
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
A Real-time Multimodal Transformer Neural Network-powered Wildfire Forecasting System—0
Advancing Eurasia Fire Understanding Through Machine Learning TechniquesCode0
Probabilistic neural operators for functional uncertainty quantificationCode0
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models—0
A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution—0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
OneForecast: A Universal Framework for Global and Regional Weather ForecastingCode3
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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