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The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

In this short paper, we argue for a refocusing of XAI around human learning goals. Drawing upon approaches and theories from the learning sciences, we propose a framework for the learner-centered design and evaluation of XAI systems. We…

Human-Computer Interaction · Computer Science 2022-12-13 Anna Kawakami , Luke Guerdan , Yang Cheng , Anita Sun , Alison Hu , Kate Glazko , Nikos Arechiga , Matthew Lee , Scott Carter , Haiyi Zhu , Kenneth Holstein

Usability testing with experts and potential users can assess the effectiveness, efficiency, and user satisfaction of graphical user interfaces (GUIs) but doing so remains a costly and time-intensive process. Prior work has used computer…

Computation and Language · Computer Science 2026-04-30 Alice Gao , Weixi Tong , Rishab Vempati , Katharina Reinecke , R. Benjamin Shapiro , Tianyi Zhang , Jason Wu

Human-machine interfaces (HMI) facilitate communication between humans and machines, and their importance has increased in modern technology. However, traditional HMIs are often static and do not adapt to individual user preferences or…

Human-Computer Interaction · Computer Science 2023-11-08 Angela Carrera-Rivera , Daniel Reguera-Bakhache , Felix Larrinaga , Ganix Lasa

This paper proposes the innovative concept of "human factors science" to characterize engineering psychology, human factors engineering, human-computer interaction, and other similar fields. Although the perspectives in these fields differ,…

Human-Computer Interaction · Computer Science 2024-01-09 Wei Xu , Zaifeng Gao , Liezhong Ge

User experience (UX) has undergone a revolution in collaborative practices, due to tools that enable quick feedback and continuous collaboration with a varied team across a design's lifecycle. However, it is unclear how this shift in…

Human-Computer Interaction · Computer Science 2023-02-28 K. J. Kevin Feng , Tony W. Li , Amy X. Zhang

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

Artificial intelligence-driven adaptive learning systems are reshaping education through data-driven adaptation of learning experiences. Yet many of these systems lack transparency, offering limited insight into how decisions are made. Most…

Artificial Intelligence · Computer Science 2025-08-04 Maryam Mosleh , Marie Devlin , Ellis Solaiman

As AI systems become increasingly capable and autonomous, domain experts' roles are shifting from performing tasks themselves to overseeing AI-generated outputs. Such oversight is critical, as undetected errors can have serious consequences…

Human-Computer Interaction · Computer Science 2026-03-05 Cedric Faas , Sophie Kerstan , Richard Uth , Markus Langer , Anna Maria Feit

Human-Centered AI (HCAI) refers to the research effort that aims to design and implement AI techniques to support various human tasks, while taking human needs into consideration and preserving human control. In this short position paper,…

Machine Learning · Computer Science 2021-10-05 Dakuo Wang , Xiaojuan Ma , April Yi Wang

Explainable AI (XAI) aims to make AI systems more transparent, yet many practices emphasise mathematical rigour over practical user needs. We propose an alternative to this model-centric approach by following a design thinking process for…

Human-Computer Interaction · Computer Science 2025-11-03 Elisa Nguyen , Johannes Bertram , Evgenii Kortukov , Jean Y. Song , Seong Joon Oh

The boundaries of existing explainable artificial intelligence (XAI) algorithms are confined to problems grounded in technical users' demand for explainability. This research paradigm disproportionately ignores the larger group of…

Artificial Intelligence · Computer Science 2023-01-25 Weina Jin , Jianyu Fan , Diane Gromala , Philippe Pasquier , Xiaoxiao Li , Ghassan Hamarneh

Artificial intelligence (AI) presents new challenges for the user experience (UX) of products and services. Recently, practitioner-facing resources and design guidelines have become available to ease some of these challenges. However,…

Human-Computer Interaction · Computer Science 2023-04-21 Nur Yildirim , Mahima Pushkarna , Nitesh Goyal , Martin Wattenberg , Fernanda Viegas

Human-data interaction (HDI) presents fundamentally different challenges from traditional data management. HDI systems must meet latency, correctness, and consistency needs that stem from usability rather than query semantics; failing to…

Databases · Computer Science 2026-01-14 Eugene Wu , Yiru Chen , Haneen Mohammed , Zezhou Huang

Artificial Intelligence is becoming part of any technology we use nowadays. If the AI informs people's decisions, the explanation about AI's outcomes, results, and behavior becomes a necessary capability. However, the discussion of XAI…

Artificial Intelligence · Computer Science 2021-05-18 Juliana Jansen Ferreira , Mateus Monteiro

Recent advancements in AI have coincided with ever-increasing efforts in the research community to investigate, classify and evaluate various methods aimed at making AI models explainable. However, most of existing attempts present a…

Artificial Intelligence · Computer Science 2023-03-07 Ehsan Emamirad , Pouya Ghiasnezhad Omran , Armin Haller , Shirley Gregor

After a very long winter, the Artificial Intelligence (AI) spring is here. Or, so it seems over the last three years. AI has the potential to impact many areas of human life - personal, social, health, education, professional. In this…

Artificial Intelligence · Computer Science 2025-07-01 Arpit Narechania , Alex Endert , Atanu R Sinha

This workshop addresses this gap by bringing together researchers and practitioners from AI, HCI, and the learning sciences to explore how interactive systems can better support learning. We focus on the design and evaluation of human-AI…

Human-Computer Interaction · Computer Science 2026-04-29 Meng Xia , Yan Chen , Qiao Jin , Yang Shi , Paul Denny , Tiffany Barnes , Qingsong Wen , Vincent Aleven

With recent advancements in AI and computation tools, intelligent paradigms emerged to empower different fields such as healthcare robots with new capabilities. Advanced AI robotic algorithms (e.g., reinforcement learning) can be trained…

Robotics · Computer Science 2024-07-25 Reza Abiri , Ali Rabiee , Sima Ghafoori , Anna Cetera

With the continuing development of affordable immersive virtual reality (VR) systems, there is now a growing market for consumer content. The current form of consumer systems is not dissimilar to the lab-based VR systems of the past 30…

Human-Computer Interaction · Computer Science 2023-01-24 Anthony Steed , Tuukka M. Takala , Daniel Archer , Wallace Lages , Robert W. Lindeman
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