Design Strategies for Explainable AI: 12 Guiding Design Principles for Human-Centred XAI

Authors

Helen Sheridan, Technological University DublinFollow
Dympna O'Sullivan, Technological University DublinFollow
Emma Murphy, Technological University DublinFollow

Files

Publisher

Technological University Dublin

Description

With the growing demand for transparent Al systems, the EU's Al Act emphasizes the need for accessible explanations to foster user trust and ethical Al use [1]. Our research explores the "gulf of explanation" in XAl, evaluating how well current systems align with users' mental models and engaging experts to improve human-centred XAl design [2]. This work particularly considers the application of a new and novel HCl framework, a set of 12 key design principles for human-centred XAI.

Publication Date

2024

Keywords

XAI, human-centred XAI, HCI Framework, data usage

Disciplines

Computer Engineering

DOI

https://doi.org/10.21427/kqxm-h566

Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 4.0 International License.

Recommended Citation

Sheridan, Helen; O'Sullivan, Dympna; and Murphy, Emma, "Design Strategies for Explainable AI: 12 Guiding Design Principles for Human-Centred XAI" (2024). Academic Posters Collection. 35.
https://arrow.tudublin.ie/cddpos/35