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Software and data underlying the publication: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

Software and data underlying the publication: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

3
mentions
3
contributors

Description

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.

Logo of Software and data underlying the publication: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals
Keywords
Classification and Regression
Deep Generative Models & Autoencoders
Humanities & Computational Social Science
Transparent, Interpretable, Explainable ML
Programming languages
License
  • MIT
</>Source code
Packages

Reference papers

Mentions

Contributors

AVD
Arie Van Deursen
CL
C.C.S. (Cynthia) Liem

Member of community

4TU