Repositories list

• ICONEval

  Public
  ICON model output evaluation with ESMValTool

  HTML

  •

  Apache License 2.0

  •11 fork•66 stars•00 issues•11 pull request•Updated Apr 28, 2026Apr 28, 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

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  Apache License 2.0

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

• heuer25james_ml_convection_climsim

  Public
  Jupyter Notebook

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  Apache License 2.0

  •11 fork•11 star•00 issues•00 pull requests•Updated Feb 27, 2026Feb 27, 2026

• klamt25james_ml_pblh_scheme

  Public
  Jupyter Notebook

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  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

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  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

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  Apache License 2.0

  •00 forks•11 star•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

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  Apache License 2.0

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

• Castellani2025_GMD_SIMBA2

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

  Python

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  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Oct 21, 2025Oct 21, 2025

• heuer23_ml_convection_parameterization

  Public
  Jupyter Notebook

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  Apache License 2.0

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

• pacal25esd_UnderstandingHeatwaves_VAE

  Public
  This repository contains the code and models used in the paper "Understanding European Heatwaves with Variational Autoencoders".

  machine-learningdeep-learninggaussian-mixture-models+ 3

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

  Python

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  Apache License 2.0

  •00 forks•00 stars•00 issues•00 pull requests•Updated Jul 7, 2025Jul 7, 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

• sarauer24eds_ml_microphysics_parameterization

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

  Jupyter Notebook

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  Apache License 2.0

  •11 fork•11 star•00 issues•00 pull requests•Updated Jan 10, 2025Jan 10, 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

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  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

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  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

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  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•11 star•00 issues•00 pull requests•Updated Dec 7, 2023Dec 7, 2023

• grundner22james_icon-ml_cloudcover

  Public
  A NN based cloud cover parameterization for the ICON-A model

  Jupyter Notebook

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  Apache License 2.0

  •11 fork•33 stars•00 issues•00 pull requests•Updated Nov 28, 2023Nov 28, 2023

• pacal23jgr_GaussianMixtureModels_Extremes

  Public
  This repository provides a Python implementation of the Gaussian Mixture Model (GMM) algorithm for detecting extreme events in CMIP6 data.

  gaussian-mixture-modelsclimate-changeesmvaltool+ 3

  gaussian-mixture-modelsclimate-changeesmvaltoolipccextreme-eventsglobal-warming-levels

  Python

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  Apache License 2.0

  •00 forks•11 star•00 issues•00 pull requests•Updated Sep 14, 2023Sep 14, 2023

• galytska23jgr_EvaluatingCausalArcticMidlatTelec

  Public
  Jupyter Notebook

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  Apache License 2.0

  •11 fork•33 stars•00 issues•00 pull requests•Updated Aug 21, 2023Aug 21, 2023

• iglesias-suarez23jgr_CausalNNCAM

  Public
  Jupyter Notebook

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  Other

  •00 forks•66 stars•00 issues•00 pull requests•Updated Aug 11, 2023Aug 11, 2023

• behrens22james_SPCAM_VED

  Public
  Jupyter Notebook

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  MIT License

  •22 forks•33 stars•00 issues•00 pull requests•Updated Jul 28, 2022Jul 28, 2022