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 26–50 of 420 papers

TitleStatusHype
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