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

DOI:10.4121/697255aa-c7ad-4bc7-868c-96d00b6aae02.v1
The DOI displayed above is for this specific version of this dataset, which is currently the latest. Newer versions may be published in the future. For a link that will always point to the latest version, please use
DOI: 10.4121/697255aa-c7ad-4bc7-868c-96d00b6aae02

Datacite citation style

Altmeyer, Patrick; Liem, C.C.S. (Cynthia); Arie Van Deursen (2025): Software and data underlying the publication: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals. Version 1. 4TU.ResearchData. software. https://doi.org/10.4121/697255aa-c7ad-4bc7-868c-96d00b6aae02.v1
Other citation styles (APA, Harvard, MLA, Vancouver, Chicago, IEEE) available at Datacite

Software

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.

History

  • 2025-07-15 first online, published, posted

Publisher

4TU.ResearchData

Format

png; csv; .jl (Julia scripts); .R (R scripts); jls (serialized Julia objects)

Organizations

TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science, Department of Intelligent Systems, Multimedia Computing;
ING Bank

DATA

To access the source code, use the following command:

git clone https://data.4tu.nl/v3/datasets/19fb0622-57e8-4087-8988-17891753553d.git

Or download the latest commit as a ZIP.

Files (2)