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Awesome Diffusion Models for Weather Forecasting

Awesome PRs Welcome

A collection of research papers on Diffusion Models for Weather Forecasting.
The papers are ordered by date.

I check Arxiv weekly and add any diffusion-related papers on topics in atmospheric science.
I might miss the publication of a paper if it is published after its initial upload to Arxiv.

Diffusion Models

(Model Name) - Paper Title Topic Publication Date (↓) Links
Diffusion Models for High-Resolution Solar Forecasts Cloud Cover Forecasting - 2023.02 [paper]
LDCast - Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification Precipitation Nowcasting - 2023.04 [paper] [code]
DiffESM - Conditional Emulation of Earth System Models with Diffusion Models Emulation ICLR 2023 Workshop 2023.04 [paper] [code]
SEEDS - Emulation of Weather Forecast Ensembles with Diffusion Models Ensemble Forecast Emulation Science Advances 2023.06 [paper]
DYffusion - A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Spatiotemporal Forecasting NeurIPS 2023 2023.06 [paper] [code]
SwinRDM - Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting Global Weather Forecasting AAAI 2023 2023.06 [paper]
PreDiff - Precipitation Nowcasting with Latent Diffusion Models Precipitation Nowcasting NeurIPS 2023 2023.07 [paper] [code]
GDE - Precipitation nowcasting with generative diffusion models Precipitation Nowcasting - 2023.08 [paper] [code]
CorrDiff - Residual Diffusion Modeling for Km-scale Atmospheric Downscaling Downscaling - 2023.10 [paper]
FuXi-Extreme - Improving extreme rainfall and wind forecasts with diffusion model Global (Extreme) Weather Forecasting - 2023.10 [paper]
OF-Diff - Probabilistic Precipitation Downscaling with Optical Flow-Guided Diffusion Downscaling - 2023.11 [paper]
GenCast - Diffusion-based ensemble forecasting for medium-range weather Global Weather Forecasting Nature 2023.12 [paper] [code]
DiffCast - A Unified Framework via Residual Diffusion for Precipitation Nowcasting Precipitation Nowcasting CVPR 2024 2023.12 [paper] [code]
DGDM - Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting Weather Forecasting using Satellite ECCV 2024 2023.12 [paper] [code]
Advancing Realistic Precipitation Nowcasting With a Spatiotemporal Transformer-Based Denoising Diffusion Model Precipitation Nowcasting IEEE TGRS 2024.01 [paper]
DiffDA - A diffusion model for weather-scale data assimilation Data Assimilation ICML 2024 2024.01 [paper] [code]
LT3P - Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data Tropical Cyclone Trajectory Forecasting ICLR 2024 2024.01 [paper] [code]
Wind speed super-resolution and validation: from ERA5 to CERRA via diffusion models Super resolution - 2024.01 [paper] [code]
ExtremeCast - Boosting Extreme Value Prediction for Global Weather Forecast Global (Extreme) Weather Forecasting - 2024.02 [paper] [code]
CasCast - Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling Precipitation Nowcasting ICML 2024 2024.02 [paper] [code]
SDEdit-Weather - Weather Prediction with Diffusion Guided by Realistic Forecast Processes Global Weather Forecasting - 2024.02 [paper]
Physics-Informed Diffusion Model and Sampling for Global Weather Forecasting Global Weather Forecasting - 2024.03 [paper]
DiffObs - Generative Diffusion for Global Forecasting of Satellite Observations Global Preciptation Forecasting ICLR 2024 Workshop 2024.04 [paper]
Diffusion-Based Joint Temperature and Precipitation Emulation of Earth System Models Emulation ICLR 2024 Workshop 2024.04 [paper]
SLAMS - Deep Generative Data Assimilation in Multimodal Setting Data Assimilation CVPR 2024 Workshop 2024.04 [paper] [code]
ClimateDiffuse - Generative Diffusion-based Downscaling for Climate Downscaling - 2024.04 [paper] [code]
CloudDiff - Super-resolution ensemble retrieval of cloud properties for all day using the generative diffusion model Super-resolution - 2024.05 [paper]
Spherical DYffusion - Probabilistic Emulation of a Global Climate Model with Spherical DYffusion Global Climate Modelling NeurIPS 2024 2024.06 [paper] [code]
Towards diffusion models for large-scale sea-ice modelling Sea-Ice modelling - 2024.06 [paper]
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales Data Assimilation - 2024.06 [paper]
LDM_res - Can AI be enabled to dynamical downscaling? A Latent Diffusion Model to mimic km-scale COSMO5.0_CLM9 simulations Downscaling - 2024.06 [paper] [code]
Latent Diffusion Model for Generating Ensembles of Climate Simulations Ensemble Forecasting - 2024.07 [paper]
CPMGEM - Machine learning emulation of precipitation from km-scale regional climate simulations using a diffusion model Precipitation Forecasting - 2024.07 [paper] [code]
Forecasting Tropical Cyclones with Cascaded Diffusion Models TC/Precipitation Forecasting ICLR 2024 Workshop 2024.07 [paper] [code]
KESHDiff - Generative Diffusion Model-based Downscaling of Observed Sea Surface Height over Kuroshio Extension since 2000 Downscaling - 2024.08 [paper]
StormCast - Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling Emulation - 2024.08 [paper]
DifERS - A Generative Diffusion Model for Probabilistic Ensembles of Precipitation Maps Conditioned on Multisensor Satellite Observations Precipitation Forecasting - 2024.09 [paper]
CoDiCast - Conditional Diffusion Model for Weather Prediction with Uncertainty Quantification Global Weather Forecasting - 2024.09 [paper] [code]
R2-D2 - Dynamical-generative downscaling of climate model ensembles Downscaling - 2024.10 [paper]
Yantian - An Application Platform for AI Global Weather Forecasting Models Global Weather Forecasting - 2024.10 [paper]
ARCI - Continuous Ensemble Weather Forecasting with Diffusion models Ensemble Forecasting - 2024.10 [paper] [code]
IceDiff - High Resolution and High-Quality Sea Ice Forecasting with Generative Diffusion Prior Sea Ice Forecasting - 2024.10 [paper]
Ensemble-based, large-eddy reconstruction of wind turbine inflow in a near-stationary atmospheric boundary layer through generative artificial intelligence Data Reconstruction - 2024.10 [paper]
TCP-Diffusion - A Multi-modal Diffusion Model for Global Tropical Cyclone Precipitation Forecasting with Change Awareness TC/Precipitation Forecasting - 2024.10 [paper]
GenBCSR - Statistical Downscaling via High-Dimensional Distribution Matching with Generative Models Downscaling - 2024.12 [paper]
Downscaling Precipitation with Bias-informed Conditional Diffusion Model Downscaling - 2024.12 [paper] [code]
Spatiotemporally Coherent Probabilistic Generation of Weather from Climate Downscaling - 2024.12 [paper] [code]
A Generative Framework for Probabilistic, Spatiotemporally Coherent Downscaling of Climate Simulation Downscaling - 2024.12 [paper] [code]
Using Generative Models to Produce Realistic Populations of UK Windstorms Windstorm Simulation - 2025.01 [paper]
Improving Tropical Cyclone Forecasting With Video Diffusion Models Tropical Cyclone Forecasting - 2025.01 [paper] [code]
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observations Data Assimilation - 2025.01 [paper] [code]
SGD - Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution Downscaling - 2025.02 [paper]
SATcast - Skillful Nowcasting of Convective Clouds With a Cascade Diffusion Model Convective Clouds Nowcasting - 2025.02 [paper] [code]
Diffusion-LAM - Probabilistic Limited Area Weather Forecasting with Diffusion Probabilistic/Regional Forecasting - 2025.02 [paper] [code]
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models Mesoscale Forecasting - 2025.03 [paper]
Appa - Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation Data Assimilation - 2025.04 [paper] [code]
cBottle - Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere Global Weather Forecasting - 2025.05 [paper] [code]
Score-based diffusion nowcasting of GOES imagery Cloud Nowcasting - 2025.05 [paper] [code]
Align-DA - Align Score-based Atmospheric Data Assimilation with Multiple Preferences Data Assimilation - 2025.05 [paper]
Using Diffusion Models to do Data Assimilation Data Assimilation - 2025.06 [paper]
DEF - Diffusion-augmented Ensemble Forecasting Emsemble Forecasting - 2025.06 [paper]
MODS - Multi-source Observations Conditional Diffusion Model for Meteorological State Downscaling Downscaling - 2025.06 [paper]
Elucidated Rolling Diffusion Models for Probabilistic Weather Forecasting Probabilistic Forecasting - 2025.06 [paper] [code]
LaDCast - A Latent Diffusion Model for Medium-Range Ensemble Weather Forecasting Global Weather Forecasting - 2025.06 [paper] [code]
Guided Unconditional and Conditional Generative Models for Super-Resolution and Inference of Quasi-Geostrophic Turbulence Super-resolution - 2025.07 [paper] [code]
HRRRCast - Data-driven emulator for regional weather forecasting at convection allowing scales Regional Weather Forecasting - 2025.07 [paper]
Efficient Kilometer-Scale Precipitation Downscaling with Conditional Wavelet Diffusion Precipitation Downscaling - 2025.07 [paper]
Generative Lagrangian data assimilation for ocean dynamics under extreme sparsity Data Assimilation - 2025.07 [paper] [code]
- - - 2025.00 [paper] [code]

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