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The principle of abstraction guides the design of interactive systems, yet we lack a conceptual framework to understand how it shapes interaction design. Existing models, such as the gulfs of execution and evaluation, do not explicitly…

Human-Computer Interaction · Computer Science 2026-05-13 Bryan Min , Sangho Suh , Jim Hollan , Haijun Xia

Divergent thinking activities, like research and ideation, are key drivers of innovation in UI/UX design. Existing research has explored AI's role in automating design tasks, but leaves a critical gap in understanding how AI specifically…

Human-Computer Interaction · Computer Science 2025-02-03 Abidullah Khan , Atefeh Shokrizadeh , Jinghui Cheng

Despite the potential of generative AI (GenAI) design tools to enhance design processes, professionals often struggle to integrate AI into their workflows. Fundamental cognitive challenges include the need to specify all design criteria as…

Human-Computer Interaction · Computer Science 2025-06-17 Frederic Gmeiner , Kaitao Luo , Ye Wang , Kenneth Holstein , Nikolas Martelaro

AI agents are able to tackle increasingly complex tasks. To achieve more ambitious goals, AI agents need to be able to meaningfully decompose problems into manageable sub-components, and safely delegate their completion across to other AI…

Artificial Intelligence · Computer Science 2026-02-13 Nenad Tomašev , Matija Franklin , Simon Osindero

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Problem-driven visualization work is rooted in deeply understanding the data, actors, processes, and workflows of a target domain. However, an individual's personality traits and cognitive abilities may also influence visualization use.…

Human-Computer Interaction · Computer Science 2021-08-06 Kyle Wm. Hall , Anthony Kouroupis , Anastasia Bezerianos , Danielle Albers Szafir , Christopher Collins

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

Understanding different types of users' needs can even be more critical in today's data visualization field, as exploratory visualizations for novice users are becoming more widespread with an increasing amount of data sources. The…

Computers and Society · Computer Science 2020-09-15 Damla Cay , Till Nagel , Asim Evren Yantac

The complexity of today's visualization applications demands specific visualization systems tailored for the development of these applications. Frequently, such systems utilize levels of abstraction to improve the application development…

Abstraction is one of the fundamental concepts of software design. Consequently, the determination of an appropriate abstraction level for the multitude of artefacts that form a software system is an integral part of software engineering.…

Software Engineering · Computer Science 2017-09-06 Stefan Wagner , Florian Deissenboeck

The vision of AI collaborators is a staple of mythology and science fiction, where artificial agents with special talents assist human partners and teams. In this dream, sophisticated AIs understand nuances of collaboration and human…

Artificial Intelligence · Computer Science 2024-04-24 Mark Stefik

This study presents a design science blueprint for an orchestrated AI assistant and co-pilot in doctoral supervision that acts as a socio-technical mediator. Design requirements are derived from Stakeholder Theory and bounded by Academic…

Computers and Society · Computer Science 2025-10-23 Teo Susnjak , Timothy R. McIntosh , Tong Liu , Paul Watters

Automated synthesis of reactive control protocols from temporal logic specifications has recently attracted considerable attention in various applications in, for example, robotic motion planning, network management, and hardware design. An…

Systems and Control · Computer Science 2014-05-20 Jie Fu , Rayna Dimitrova , Ufuk Topcu

The fast pace of advances in AI promises to revolutionize various aspects of knowledge work, extending its influence to daily life and professional fields alike. We advocate for a paradigm where AI is seen as a collaborative co-pilot,…

Human-Computer Interaction · Computer Science 2023-11-30 Abigail Sellen , Eric Horvitz

Interactive Artificial Intelligent(AI) assistant systems are designed to offer timely guidance to help human users to complete a variety tasks. One of the remaining challenges is to understand user's mental states during the task for more…

Computation and Language · Computer Science 2024-04-01 Megan Su , Yuwei Bao

Since cobots (collaborative robots) are increasingly being introduced in industrial environments, being aware of their potential positive and negative impacts on human collaborators is essential. This study guides occupational health…

Human-Computer Interaction · Computer Science 2023-05-31 Étienne Fournier , Dorilys Kilgus , Aurélie Landry , Belal Hmedan , Damien Pellier , Humbert Fiorino , Christine Jeoffrion

Creative design is a nonlinear process where designers generate diverse ideas in the pursuit of an open-ended goal and converge towards consensus through iterative remixing. In contrast, AI-powered design tools often employ a linear…

Human-Computer Interaction · Computer Science 2024-10-10 Jiayi Zhou , Renzhong Li , Junxiu Tang , Tan Tang , Haotian Li , Weiwei Cui , Yingcai Wu

The human-agent team, which is a problem in which humans and autonomous agents collaborate to achieve one task, is typical in human-AI collaboration. For effective collaboration, humans want to have an effective plan, but in realistic…

Artificial Intelligence · Computer Science 2021-09-02 Ryo Nakahashi , Seiji Yamada

Research into explainable artificial intelligence (XAI) for data analysis tasks suffer from a large number of contradictions and lack of concrete design recommendations stemming from gaps in understanding the tasks that require AI…

Artificial Intelligence · Computer Science 2025-07-15 Hamzah Ziadeh , Hendrik Knoche