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Explainable Artificial Intelligence (XAI) has re-emerged in response to the development of modern AI and ML systems. These systems are complex and sometimes biased, but they nevertheless make decisions that impact our lives. XAI systems are…

Artificial Intelligence · Computer Science 2021-02-10 Shane T. Mueller , Elizabeth S. Veinott , Robert R. Hoffman , Gary Klein , Lamia Alam , Tauseef Mamun , William J. Clancey

In recent years, discussions on integrating Artificial Intelligence (AI) into UX design have intensified. However, the practical application of AI tools in design is limited by their operation within overly simplified scenarios, inherent…

Human-Computer Interaction · Computer Science 2025-10-14 Harin Yoon , Dongwhan Kim , Changhoon Oh , Soojin Jun

State of the art Artificial Intelligence (AI) techniques have reached an impressive complexity. Consequently, researchers are discovering more and more methods to use them in real-world applications. However, the complexity of such systems…

Artificial Intelligence · Computer Science 2021-11-08 Marco Matarese , Francesco Rea , Alessandra Sciutti

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

Machine Learning · Computer Science 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

UX practitioners (UXPs) face novel challenges when working with and communicating artificial intelligence (AI) as a design material. We explore how UXPs communicate AI concepts when given hands-on experience training and experimenting with…

Human-Computer Interaction · Computer Science 2023-05-30 K. J. Kevin Feng , Maxwell James Coppock , David W. McDonald

Artificial intelligence (AI) systems increasingly support decision-making across critical domains, yet current explainable AI (XAI) approaches prioritize algorithmic transparency over human comprehension. While XAI methods reveal…

Artificial Intelligence · Computer Science 2026-02-13 Christian Meske , Justin Brenne , Erdi Uenal , Sabahat Oelcer , Ayseguel Doganguen

Researchers and practitioners increasingly consider a human-centered perspective in the design of machine learning-based applications, especially in the context of Explainable Artificial Intelligence (XAI). However, clear methodological…

Human-Computer Interaction · Computer Science 2021-03-30 Claudia Müller-Birn , Katrin Glinka , Peter Sörries , Michael Tebbe , Susanne Michl

The ability to explain decisions to end-users is a necessity to deploy AI as critical decision support. Yet making AI explainable to non-technical end-users is a relatively ignored and challenging problem. To bridge the gap, we first…

Human-Computer Interaction · Computer Science 2022-03-02 Weina Jin , Jianyu Fan , Diane Gromala , Philippe Pasquier , Ghassan Hamarneh

Two general routes have been followed to develop artificial agents that are sensitive to human values---a top-down approach to encode values into the agents, and a bottom-up approach to learn from human actions, whether from real-world…

Human-Computer Interaction · Computer Science 2019-12-17 Q. Vera Liao , Michael Muller

Increasing evidence suggests that many deployed AI systems do not sufficiently support end-user interaction and information needs. Engaging end-users in the design of these systems can reveal user needs and expectations, yet effective ways…

Human-Computer Interaction · Computer Science 2024-05-28 Christine P Lee , Min Kyung Lee , Bilge Mutlu

We introduce Needs-Conscious Design, a human-centered framework for AI-mediated communication that builds on the principles of Nonviolent Communication (NVC). We conducted an interview study with N=14 certified NVC trainers and a diary…

Human-Computer Interaction · Computer Science 2025-08-18 Robert Wolfe , Aayushi Dangol , JaeWon Kim , Alexis Hiniker

Integrated Development Environments (IDEs) have become central to modern software development, especially with the integration of Artificial Intelligence (AI) to enhance programming efficiency and decision-making. The study of in-IDE…

Software Engineering · Computer Science 2024-01-23 Agnia Sergeyuk , Sergey Titov , Maliheh Izadi

As AI systems demonstrate increasingly strong predictive performance, their adoption has grown in numerous domains. However, in high-stakes domains such as criminal justice and healthcare, full automation is often not desirable due to…

Artificial Intelligence · Computer Science 2021-12-23 Vivian Lai , Chacha Chen , Q. Vera Liao , Alison Smith-Renner , Chenhao Tan

In an era where user interaction with technology is ubiquitous, the importance of user interface (UI) design cannot be overstated. A well-designed UI not only enhances usability but also fosters more natural, intuitive, and emotionally…

Human-Computer Interaction · Computer Science 2024-11-12 Shiyu Duan , Ziyi Wang , Shixiao Wang , Mengmeng Chen , Runsheng Zhang

Among creative professionals, Generative Artificial Intelligence (GenAI) has sparked excitement over its capabilities and fear over unanticipated consequences. How does GenAI impact User Experience Design (UXD) practice, and are fears…

Computers and Society · Computer Science 2024-02-19 Jie Li , Hancheng Cao , Laura Lin , Youyang Hou , Ruihao Zhu , Abdallah El Ali

With the widespread application of artificial intelligence(AI), the explainable AI (XAI) field has undergone a notable resurgence. In this background, the importance of user experience in XAI has become increasingly prominent.…

Human-Computer Interaction · Computer Science 2024-06-11 Dian Lei , Yao He , Jianyou Zeng

Ethical debates in AI have primarily focused on back-end issues such as data governance, model training, and algorithmic decision-making. Less attention has been paid to the ethical significance of front-end design choices, such as the…

Artificial Intelligence · Computer Science 2026-04-14 Silvia Rossi , Diletta Huyskes , Mackenzie Jorgensen

This chapter systematically promotes an emerging interdisciplinary field of human-artificial intelligence interaction (human-AI interaction, HAII) from a human-centered AI (HCAI) perspective. It introduces a framework of human-centered HAII…

Human-Computer Interaction · Computer Science 2025-08-28 Wei Xu

This paper investigates User Experience (UX) with prototypes generated by Generative Artificial Intelligence (GenAI) tools. An empirical survey with 92 participants evaluated AI-generated and human-created prototypes without prior…

Human-Computer Interaction · Computer Science 2026-05-15 Karoline Romero , Igor Wiese , Renato Balancieiri , Gislaine Camila Leal , Guilherme Guerino

As artificial intelligence (AI) continues advancing, ensuring positive societal impacts becomes critical, especially as AI systems become increasingly ubiquitous in various aspects of life. However, developing "AI for good" poses…

Artificial Intelligence · Computer Science 2024-12-20 Willem van der Maden , Derek Lomas , Paul Hekkert