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counterfactuals

Counterfactual Explanations

v1.0.0 · Jan 14, 2026 · LGPL-3

Description

Modular and unified R6-based interface for counterfactual explanation methods. The following methods are currently implemented: Burghmans et al. (2022) <doi:10.48550/arXiv.2104.07411>, Dandl et al. (2020) <doi:10.1007/978-3-030-58112-1_31> and Wexler et al. (2019) <doi:10.1109/TVCG.2019.2934619>. Optional extensions allow these methods to be applied to a variety of models and use cases. Once generated, the counterfactuals can be analyzed and visualized by provided functionalities. The package is described in detail in Dandl et al. (2025) <doi:10.18637/jss.v115.i09>.

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CRAN Check Status

14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies R6 checkmate StatMatch iml data.table paradox miesmuschel bbotk counterfactuals

Version History

new 1.0.0 Mar 10, 2026
updated 1.0.0 ← 0.1.6 diff Jan 13, 2026
updated 0.1.6 ← 0.1.5 diff Oct 16, 2024
updated 0.1.5 ← 0.1.4 diff Oct 14, 2024
updated 0.1.4 ← 0.1.2 diff May 13, 2024
updated 0.1.2 ← 0.1.1 diff Mar 22, 2023
new 0.1.1 Feb 12, 2023