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behrens24james_SPCESM2_ML_ensembles
behrens24james_SPCESM2_ML_ensembles PublicCode repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2025. Simulating Atmospheric Processes in Earth System Models and…
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grundner23james_EquationDiscovery_CloudCover
grundner23james_EquationDiscovery_CloudCover PublicA hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression
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galytska23jgr_EvaluatingCausalArcticMidlatTelec
galytska23jgr_EvaluatingCausalArcticMidlatTelec Public -
grundner22james_icon-ml_cloudcover
grundner22james_icon-ml_cloudcover PublicA NN based cloud cover parameterization for the ICON-A model
Repositories
- grundner25pnas_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 automatically, surpassing the predictive skill of the native ICON-A model.
EyringMLClimateGroup/grundner25pnas_iconaml_automatic_tuning’s past year of commit activity - grundner23james_EquationDiscovery_CloudCover Public
A hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression
EyringMLClimateGroup/grundner23james_EquationDiscovery_CloudCover’s past year of commit activity - 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 effects of perturbations in spatio-temporal systems.'
EyringMLClimateGroup/debeire25eds_UncertaintyCausalEffects’s past year of commit activity - 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 with causal discovery.
EyringMLClimateGroup/debeire25esd_CausalWeighting’s past year of commit activity - 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 Atmospheric Processes in Earth System Models and Quantifying Uncertainties with Deep Learning Multi-Member and Stochastic Parameterizations
EyringMLClimateGroup/behrens24james_SPCESM2_ML_ensembles’s past year of commit activity - sarauer24eds_ml_microphysics_parameterization Public
A physics-informed machine learning parameterization for cloud microphysics in ICON
EyringMLClimateGroup/sarauer24eds_ml_microphysics_parameterization’s past year of commit activity - kuehbacher24ICMLA_PCMasking Public
A framework for physically consistent deep learning-based climate model parameterization
EyringMLClimateGroup/kuehbacher24ICMLA_PCMasking’s past year of commit activity
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