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 2650 of 420 papers

TitleStatusHype
Neural General Circulation Models for Weather and ClimateCode2
Graph-based Neural Weather Prediction for Limited Area ModelingCode2
WeatherBench 2: A benchmark for the next generation of data-driven global weather modelsCode2
ClimateLearn: Benchmarking Machine Learning for Weather and Climate ModelingCode2
ClimaX: A foundation model for weather and climateCode2
Clifford Neural Layers for PDE ModelingCode2
Earthformer: Exploring Space-Time Transformers for Earth System ForecastingCode2
Shifts 2.0: Extending The Dataset of Real Distributional ShiftsCode2
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural OperatorsCode2
NGBoost: Natural Gradient Boosting for Probabilistic PredictionCode2
Elucidated Rolling Diffusion Models for Probabilistic Weather ForecastingCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Physics-Guided Learning of Meteorological Dynamics for Weather Downscaling and ForecastingCode1
Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention MechanismCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
GMG: A Video Prediction Method Based on Global Focus and Motion GuidedCode1
Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss FunctionCode1
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather ForecastingCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather ForecastingCode1
Continuous Ensemble Weather Forecasting with Diffusion modelsCode1
HR-Extreme: A High-Resolution Dataset for Extreme Weather ForecastingCode1
WeatherReal: A Benchmark Based on In-Situ Observations for Evaluating Weather ModelsCode1
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA RegionCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
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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