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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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grundner22james_icon-ml_cloudcover
grundner22james_icon-ml_cloudcover PublicA NN based cloud cover parameterization for the ICON-A model
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galytska23jgr_EvaluatingCausalArcticMidlatTelec
galytska23jgr_EvaluatingCausalArcticMidlatTelec Public -
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, 2024. Simulating Atmospheric Processes in Earth System Models and…
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A framework for physically consistent deep learning-based climate model parameterization
EyringMLClimateGroup/kuehbacher24ICMLA_PCMasking’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, 2024. 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 - 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 Atlantic-Pacific interactions
EyringMLClimateGroup/karmouche24esd_AtlanticPacificPacemaker_Causality’s past year of commit activity - karmouche23esd_CausalModelEvaluation_Modes Public
Notebooks for the code used to perform regime-oriented causal model evaluation of CMIP6 LEs
EyringMLClimateGroup/karmouche23esd_CausalModelEvaluation_Modes’s past year of commit activity - heuer24_gbt_shap_toydata Public
EyringMLClimateGroup/heuer24_gbt_shap_toydata’s past year of commit activity - 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 causal discovery
EyringMLClimateGroup/debeire24clear_Bagged_TimeSeries_Causality’s past year of commit activity
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