Repositories list

• atmojo26tc_EquationDiscovery_SeaIceAlbedo

  Public
  This respository contains code reproducing the main results of the paper "Data-driven equation discovery of a sea ice albedo parametrisation"

  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Aug 10, 2026Aug 10, 2026

• ICONEval

  Public
  ICON model output evaluation with ESMValTool

  Python

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•33 pull requests•Updated Aug 3, 2026Aug 3, 2026

• pastori26MLST_fim-training-fourier-models

  Public
  This repository contains the Juypter Notebooks and python files to reproduce the main results of the paper: L. Pastori, V. Eyring, M. Schwabe, "Fisher Informati…

  Python

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jul 23, 2026Jul 23, 2026

• pastori26MLEarth_QNN-cloudcover

  Public
  Code for quantum neural networks for cloud cover parameterizations in climate models

  Jupyter Notebook

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  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jul 23, 2026Jul 23, 2026

• pacal25esd_UnderstandingHeatwaves_VAE

  Public
  This repository contains the code and models used in the paper "A multivariate analysis of atmospheric drivers for Western European heatwaves".

  machine-learningdeep-learninggaussian-mixture-models+ 3

  machine-learningdeep-learninggaussian-mixture-modelsunsupervised-learningvariational-autoencodersheatwaves

  Python

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jul 22, 2026Jul 22, 2026

• galytska26acp_CausalInferenceForTropicalMiddleStratOzone

  Public
  This repository presents a code for causal inference to quantify dominant chemical–dynamical pathways that control ozone variability in the tropical middle stra…

  Jupyter Notebook

  •

  GNU General Public License v3.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated Jun 30, 2026Jun 30, 2026

• Dogra26JGRMachineLearningAndComputation_QMLTurbulence

  Public
  Accompagnying repository for "Quantum machine learning-based parameterization for atmospheric boundary layer turbulence"

  PureBasic

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jun 30, 2026Jun 30, 2026

• haslauer26MLE_NNs_GravityWaves_ERA5

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jun 15, 2026Jun 15, 2026

• heuer25james_ml_convection_climsim

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •11 fork•22 stars•00 issues•00 pull requests•Updated Jun 3, 2026Jun 3, 2026

• sarauer24eds_ml_microphysics_parameterization

  Public
  A physics-informed machine learning parameterization for cloud microphysics in ICON

  Jupyter Notebook

  •

  Apache License 2.0

  •22 forks•11 star•00 issues•00 pull requests•Updated May 29, 2026May 29, 2026

• sarauer26mlearth_ml_microphysics_online

  Public
  Python

  •

  Apache License 2.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated May 29, 2026May 29, 2026

• Castellani2025_GMD_SIMBA2

  Public
  Code of Sea Ice Model for Bottom algae (SIMBA) version 2.0

  Python

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated May 27, 2026May 27, 2026

• grundner25_iconaml_automatic_tuning

  Public
  Data-driven equation for cloud cover implemented in ICON-A, the atmospheric component of the ICON climate model. The resulting ICON-A-ML climate model is tuned …

  HTML

  •

  Apache License 2.0

  •11 fork•22 stars•00 issues•00 pull requests•Updated Apr 10, 2026Apr 10, 2026

• klamt25james_ml_pblh_scheme

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Dec 5, 2025Dec 5, 2025

• grundner23james_EquationDiscovery_CloudCover

  Public
  A hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression

  Jupyter Notebook

  •

  Apache License 2.0

  •33 forks•44 stars•00 issues•00 pull requests•Updated Nov 26, 2025Nov 26, 2025

• hafner25GMD_MLe_radiation

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•22 stars•00 issues•00 pull requests•Updated Nov 4, 2025Nov 4, 2025

• hafner24jgrml_MLradiationemulation_offline

  Public
  Code to reproduce 'Hafner, K., Iglesias-Suarez, F., Shamekh, S., Gentine, P., Giorgetta, M. A., Pincus, R., & Eyring, V. (2025). Interpretable machine learning-…

  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Nov 4, 2025Nov 4, 2025

• heuer23_ml_convection_parameterization

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•11 star•00 issues•00 pull requests•Updated Sep 5, 2025Sep 5, 2025

• debeire25eds_UncertaintyCausalEffects

  Public
  Code repository to reproduce figures in 'Debeire, K., Gerhardus, A., Bichler, R., Runge, J., & Eyring, V. (2025). Uncertainty bounds for long-term causal effect…

  Jupyter Notebook

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  GNU General Public License v3.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Mar 31, 2025Mar 31, 2025

• debeire25esd_CausalWeighting

  Public
  Code repository to reproduce: Debeire, K., Bock, L., Nowack, P., Runge, J. & Eyring, V. (2025). Constraining uncertainty in projected precipitation over land wi…

  weightingprojectionsprecipitation+ 2

  weightingprojectionsprecipitationclimate-modelscausal-discovery

  Jupyter Notebook

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  GNU General Public License v3.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated Feb 13, 2025Feb 13, 2025

• behrens24james_SPCESM2_ML_ensembles

  Public
  Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2025. Simulating Atmospheri…

  deep-learningstochasticensemble+ 3

  deep-learningstochasticensembleuncertainty-quantificationsubgrid-scale-modelingearth-system-modeling

  Jupyter Notebook

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  MIT License

  •11 fork•55 stars•00 issues•00 pull requests•Updated Feb 12, 2025Feb 12, 2025

• bonnet24gmd_automatic_tuning_atm

  Public
  Automatic tuning scripts for ICON-A R2B5

  Jupyter Notebook

  •33 forks•11 star•00 issues•00 pull requests•Updated Dec 20, 2024Dec 20, 2024

• kuehbacher24ICMLA_PCMasking

  Public
  A framework for physically consistent deep learning-based climate model parameterization

  Jupyter Notebook

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  Other

  •11 fork•00 stars•00 issues•00 pull requests•Updated Sep 25, 2024Sep 25, 2024

• karmouche24esd_AtlanticPacificPacemaker_Causality

  Public
  Code to reproduce figures from Karmouche, S., Galytska, E., Meehl, G. A., Runge, J., Weigel, K., and Eyring, V. (2024) Changing effects of external forcing on A…

  Jupyter Notebook

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  Apache License 2.0

  •22 forks•11 star•00 issues•00 pull requests•Updated Jun 7, 2024Jun 7, 2024

• karmouche23esd_CausalModelEvaluation_Modes

  Public
  Notebooks for the code used to perform regime-oriented causal model evaluation of CMIP6 LEs

  Jupyter Notebook

  •

  Apache License 2.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated Jun 7, 2024Jun 7, 2024

• heuer24_gbt_shap_toydata

  Public
  Jupyter Notebook

  •

  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Apr 12, 2024Apr 12, 2024

• kaps23ESSD_CCClim

  Public
  Creation and analysis of the CCClim dataset

  Python

  •

  Apache License 2.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated Apr 2, 2024Apr 2, 2024

• debeire24clear_Bagged_TimeSeries_Causality

  Public
  Code to reproduce figures of Debeire, K., Runge, J., Gerhardus, A., Eyring, V. (2024). Bootstrap aggregation and confidence measures to improve time series caus…

  time-seriesbaggingcausal-discovery+ 1

  time-seriesbaggingcausal-discoverybootstrap-aggregation

  Python

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  GNU General Public License v3.0

  •22 forks•33 stars•11 issue•00 pull requests•Updated Feb 23, 2024Feb 23, 2024

• kaps23_domain_adaptation

  Public
  Python

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  Apache License 2.0

  •11 fork•00 stars•00 issues•00 pull requests•Updated Dec 7, 2023Dec 7, 2023

• kaps22tgrs_ml_cloud_eval

  Public
  Python

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  Apache License 2.0

  •22 forks•22 stars•00 issues•00 pull requests•Updated Dec 7, 2023Dec 7, 2023