Careful Explanations: A Feminist Perspective on XAI
L. State, M. Fahimi, in: Proceedings of the 2nd European Workshop on Algorithmic Fairness, CEUR Workshop Proceedings, Winterthur, Switzerland, 2023.
Download
No fulltext has been uploaded.
Conference Paper
| English
Author
State, Laura;
Fahimi, MiriamLibreCat 
Abstract
Explainable artificial intelligence (XAI) is a rapidly growing research field that has received a lot of attention during the last few years. An important goal of the field is to use its methods to detect (social) bias and discrimination. Despite these positive intentions, aspects of XAI can be in conflict with feminist approaches and values. Therefore, our conceptual contribution brings forward both a careful assessment of current XAI methods, as well as visions for carefully doing XAI from a feminist perspective. We conclude with a discussion on the possibilities for caring XAI, and the challenges that might lie along the way.
Publishing Year
Proceedings Title
Proceedings of the 2nd European Workshop on Algorithmic Fairness
LibreCat-ID
Cite this
State L, Fahimi M. Careful Explanations: A Feminist Perspective on XAI. In: Proceedings of the 2nd European Workshop on Algorithmic Fairness. CEUR Workshop Proceedings; 2023.
State, L., & Fahimi, M. (2023). Careful Explanations: A Feminist Perspective on XAI. Proceedings of the 2nd European Workshop on Algorithmic Fairness.
@inproceedings{State_Fahimi_2023, place={Winterthur, Switzerland}, title={Careful Explanations: A Feminist Perspective on XAI}, booktitle={Proceedings of the 2nd European Workshop on Algorithmic Fairness}, publisher={CEUR Workshop Proceedings}, author={State, Laura and Fahimi, Miriam}, year={2023} }
State, Laura, and Miriam Fahimi. “Careful Explanations: A Feminist Perspective on XAI.” In Proceedings of the 2nd European Workshop on Algorithmic Fairness. Winterthur, Switzerland: CEUR Workshop Proceedings, 2023.
L. State and M. Fahimi, “Careful Explanations: A Feminist Perspective on XAI,” 2023.
State, Laura, and Miriam Fahimi. “Careful Explanations: A Feminist Perspective on XAI.” Proceedings of the 2nd European Workshop on Algorithmic Fairness, CEUR Workshop Proceedings, 2023.
Google Scholar