Software and data underlying the publication: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals
Code and research results for our AAAI 2024 paper "Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals". The research results include the complete outcomes of the main experiments presented in the paper for all datasets. For each dataset, the results include a file ending in "_bmk.csv" which includes the estimated counterfactual evaluation metrics for individuals samples grouped by generator, models and evaluation metrics. Files ending in ".jls" are the corresponding serialized Julia objects. For more information on reproducibility, see the GH repository.
Humanities & Computational Social Science
Transparent, Interpretable, Explainable ML
Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals