CounterfactualExplanations.jl

Code and publication-relevant data for our JuliaCon (JCon) Proceedings paper, Explaining Black-Box Models through Counterfactuals, and the corresponding open-source software package: CounterfactualExplanations.jl (CE.jl).

Results ("results_jcon2023.zip") for the paper include:

Images (PNG) that are included in the paper.Serialized Julia objects (.jls) for classification models ("_classifier.jls") and variational autoencoders ("_vae*.jls") used in the paper.

The code base ("CounterfactualExplanations.jl-juliacon-proceedings-jan-2023.tar.gz") corresponds to the release of the CE.jl that was explicitly linked to the JCon publication in 2023. Just like current versions of the package, it contains the Julia code base and test suite (.jl files), along with the documentation (.qmd and .md files). The #paper branch of the repository contains a paper/ subfolder that was used to compile the paper in 2023. All code used to produce the results in the paper leveraged the package itself at the time of publication and can be found in paper/_paper.qmd.

CE.jl is still actively maintained and therefore the most up-to-date reference for this work.