# Towards Desiderata-Driven Design of Visual Counterfactual Explainers

Source: [Towards Desiderata-Driven Design of Visual Counterfactual Explainers](<https://www.sota2.com/research/paper/68fa79891e209131cea7e1cf>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-01-14T05:00:12.519Z

Authors: Sidney Bender, Jan Herrmann, Klaus-Robert M\\"uller, Gr\\'egoire Montavon

Published: 2025-06-17T16:38:15.000Z

## Abstract

Visual counterfactual explainers (VCEs) are a straightforward and promising approach to enhancing the transparency of image classifiers. VCEs complement other types of explanations, such as feature attribution, by revealing the specific data transformations to which a machine learning model responds most strongly. In this paper, we argue that existing VCEs focus too narrowly on optimizing sample quality or change minimality; they fail to consider the more holistic desiderata for an explanation, such as fidelity, understandability, and sufficiency. To address this shortcoming, we explore new mechanisms for counterfactual generation and investigate how they can help fulfill these desiderata. We combine these mechanisms into a novel 'smooth counterfactual explorer' (SCE) algorithm and demonstrate its effectiveness through systematic evaluations on synthetic and real data.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

- [Counterfactual Explanation on Celeb-A Blond](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md>): Counterfactual Explanation; Celeb-A Blond; NA Score: 100.

- [Counterfactual Explanation on Camelyon Hosp. 17](<https://www.sota2.com/research/sota/counterfactual-explanation-on-camelyon-hosp-17.md>): Counterfactual Explanation; Camelyon Hosp. 17; NA: 95.3.

- [Counterfactual Explanation on CelebA Blond (Male)](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeba-blond-male.md>): Counterfactual Explanation; CelebA Blond (Male); NA Score: 98.86.

- [Counterfactual Explanation on Celeb-A Smile](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-smile.md>): Counterfactual Explanation; Celeb-A Smile; Performance Score: 92.1.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/2506.14698>)

[PDF](<https://arxiv.org/pdf/2506.14698.pdf>)