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This study examines the role of vagueness in the design process and its strategic management for the effective human-AI interaction. While vagueness in the generation of design ideas promotes diverse interpretations and prevents fixation,…

Human-Computer Interaction · Computer Science 2024-11-14 Myungjin Kim , Bogoan Kim , Kyungsik Han

Explainable Artificial Intelligence (XAI) plays a critical role in fostering user trust and understanding in AI-driven systems. However, the design of effective XAI interfaces presents significant challenges, particularly for UX…

Human-Computer Interaction · Computer Science 2025-06-23 Mohammad Naiseh , Huseyin Dogan , Stephen Giff , Nan Jiang

Human-Computer Interaction with the traditional User Interface is done using a specified in advance script dialog menu, mainly based on human intellect and unproductive use of navigation. This approach does not lead to making qualitative…

Human-Computer Interaction · Computer Science 2014-02-11 Ben Khayut , Lina Fabri , Maya Abukhana

Generative design, an AI-assisted technology for optimizing design through algorithmic processes, is propelling advancements across numerous fields. As the use of immersive environments such as Augmented Reality (AR) continues to rise,…

Human-Computer Interaction · Computer Science 2025-03-28 Sora Kang , Kaiwen Yu , Xinyi Zhou , Joonhwan Lee

Large language models (LLMs) promise to accelerate UI design, yet current tools struggle with two fundamentals: externalizing designers' intent and controlling iterative change. We introduce SPEC, a structured, parameterized, hierarchical…

Human-Computer Interaction · Computer Science 2025-09-10 Yunnong Chen , Chengwei Shi , Liuqing Chen

Designing user interfaces that align with user preferences is a time-consuming process, which requires iterative cycles of prototyping, user testing, and refinement. Recent advancements in LLM-based UI generation have enabled efficient UI…

Human-Computer Interaction · Computer Science 2026-01-27 Yimeng Liu , Misha Sra , Chang Xiao

Professional designers work from client briefs that specify goals and constraints but often lack concrete design details. Translating these abstract requirements into visual designs poses a central challenge, yet existing tools address…

Human-Computer Interaction · Computer Science 2026-04-14 Kotaro Kikuchi , Nami Ogawa

UI prototyping often involves iterating and blending elements from examples such as screenshots and sketches, but current tools offer limited support for incorporating these examples. Inspired by the cognitive process of conceptual…

Human-Computer Interaction · Computer Science 2025-04-28 Yuwen Lu , Alan Leung , Amanda Swearngin , Jeffrey Nichols , Titus Barik

The evolution of Explainable Artificial Intelligence (XAI) has emphasised the significance of meeting diverse user needs. The approaches to identifying and addressing these needs must also advance, recognising that explanation experiences…

Human-Computer Interaction · Computer Science 2024-05-20 Anjana Wijekoon , David Corsar , Nirmalie Wiratunga , Kyle Martin , Pedram Salimi

Explainable AI (XAI) can greatly enhance user trust and satisfaction in AI-assisted decision-making processes. Recent findings suggest that a single explainer may not meet the diverse needs of multiple users in an AI system; indeed, even…

The growing adoption of generative AI (GenAI) is reshaping how user experience (UX) research teams conduct qualitative research in software development, creating opportunities to streamline the production of qualitative insights. This paper…

AI can now generate high-fidelity UI mock-up screens from a high-level textual description, promising to support UX practitioners' work. However, it remains unclear how UX practitioners would adopt such Generative UI (GenUI) models in a way…

Human-Computer Interaction · Computer Science 2025-05-21 Xiang 'Anthony' Chen , Tiffany Knearem , Yang Li

Recent advancements in HCI and AI research attempt to support user experience (UX) practitioners with AI-enabled tools. Despite the potential of emerging models and new interaction mechanisms, mainstream adoption of such tools remains…

Human-Computer Interaction · Computer Science 2024-02-14 Yuwen Lu , Yuewen Yang , Qinyi Zhao , Chengzhi Zhang , Toby Jia-Jun Li

Artificial Intelligence (AI) is one of the major technological advancements of this century, bearing incredible potential for users through AI-powered applications and tools in numerous domains. Being often black-box (i.e., its…

Human-Computer Interaction · Computer Science 2026-03-18 Eleonora Cappuccio , Andrea Esposito , Francesco Greco , Giuseppe Desolda , Rosa Lanzilotti , Salvatore Rinzivillo

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

As interfaces evolve from static user pathways to dynamic human-AI collaboration, no standard methods exist for selecting appropriate interface patterns based on user needs and task complexity. Existing frameworks only provide guiding…

Human-Computer Interaction · Computer Science 2026-02-27 Shruthi Andru , Shrut Kirti Saksena

Dataflow visualization systems enable flexible visual data exploration by allowing the user to construct a dataflow diagram that composes query and visualization modules to specify system functionality. However learning dataflow diagram…

Human-Computer Interaction · Computer Science 2019-10-08 Bowen Yu , Claudio T. Silva

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

Design processes involve exploration, iteration, and movement across interconnected stages such as persona creation, problem framing, solution ideation, and prototyping. However, time and resource constraints often hinder designers from…

Human-Computer Interaction · Computer Science 2025-08-18 Sangho Suh , Michael Lai , Kevin Pu , Steven P. Dow , Tovi Grossman

Recent advancements in AI foundation models have made it possible for them to be utilized off-the-shelf for creative tasks, including ideating design concepts or generating visual prototypes. However, integrating these models into the…

Human-Computer Interaction · Computer Science 2024-06-26 David Chuan-En Lin , Nikolas Martelaro