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Large language models (LLMs) for code editing have achieved remarkable progress, yet recent empirical studies reveal a fundamental disconnect between technical accuracy and developer productivity. Despite their strong benchmark performance,…

Software Engineering · Computer Science 2026-04-09 Chenyan Liu , Yun Lin , Jiaxin Chang , Jiawei Liu , Binhang Qi , Bo Jiang , Zhiyong Huang , Jin Song Dong

Explainable AI (XAI) has established itself as an important component of AI-driven interactive systems. With Augmented Reality (AR) becoming more integrated in daily lives, the role of XAI also becomes essential in AR because end-users will…

Multimodal UI design and development tools that interpret sketches or natural language descriptions of UIs inherently have notations: the inputs they can understand. In AI-based systems, notations are implicitly defined by the data used to…

Human-Computer Interaction · Computer Science 2025-08-14 Sam H. Ross , Yunseo Lee , Coco K. Lee , Jayne Everson , R. Benjamin Shapiro

Recommendation algorithms have been leveraged in various ways within visualization systems to assist users as they perform of a range of information tasks. One common focus for these techniques has been the recommendation of content, rather…

Human-Computer Interaction · Computer Science 2023-02-24 Zhilan Zhou , Wenyuan Wang , Mengtian Guo , Yue Wang , David Gotz

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

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

Fashion is a fast-changing industry where designs are refreshed at large scale every season. Moreover, it faces huge challenge of unsold inventory as not all designs appeal to customers. This puts designers under significant pressure.…

Computer Vision and Pattern Recognition · Computer Science 2020-07-13 Alpana Dubey , Nitish Bhardwaj , Kumar Abhinav , Suma Mani Kuriakose , Sakshi Jain , Veenu Arora

User interface (UI) design is an iterative process in which designers progressively refine their work with design software such as Figma or Sketch. Recent advances in vision language models (VLMs) with tool invocation suggest these models…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Daeheon Jeong , Seoyeon Byun , Kihoon Son , Dae Hyun Kim , Juho Kim

The complexity of UX design practice extends beyond ill-structured design problems to include uncertainties shaped by shifting stakeholder priorities, team dynamics, limited resources, and implementation constraints. While prior research in…

Human-Computer Interaction · Computer Science 2025-05-02 Prakash Shukla , Phuong Bui , Paul Parsons

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

Online comments significantly influence users' judgments, yet their presentation, often determined by platform algorithms, can introduce biases, such as anchoring effects, which distort reasoning. While existing research emphasizes…

Human-Computer Interaction · Computer Science 2026-01-28 Yang Ouyang , Shenghan Gao , Ruichuan Wang , Hailiang Zhu , Yuheng Shao , Xiaoyu Gu , Quan Li

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

Large language model (LLM)-based computer use agents execute user commands by interacting with available UI elements, but little is known about how users want to interact with these agents or what design factors matter for their user…

Human-Computer Interaction · Computer Science 2026-02-10 Ruijia Cheng , Jenny T. Liang , Eldon Schoop , Jeffrey Nichols

Lived experiences fundamentally shape how individuals interact with AI systems, influencing perceptions of safety, trust, and usability. While prior research has focused on developing techniques to emulate human preferences, and proposed…

Computers and Society · Computer Science 2025-08-12 Sanjana Gautam , Mohit Chandra , Ankolika De , Tatiana Chakravorti , Girik Malik , Munmun De Choudhury

Graphical User Interface (GUI) Agents, powered by large language and vision-language models, hold promise for enabling end-to-end automation in digital environments. However, their progress is fundamentally constrained by the scarcity of…

Machine Learning · Computer Science 2025-09-22 Musen Lin , Minghao Liu , Taoran Lu , Lichen Yuan , Yiwei Liu , Haonan Xu , Yu Miao , Yuhao Chao , Zhaojian Li

Explainable AI (XAI) interfaces seek to make large language models more transparent, yet explanation alone does not produce understanding. Explaining a system's behavior is not the same as being able to engage with it, to probe and…

Human-Computer Interaction · Computer Science 2026-03-18 Gabrielle Benabdallah

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

Mobile applications play an important role in the economy today and there is an increasing trend for app enablement on multiple platforms. However, creating, distributing, and maintaining an application remain expert tasks. Even for…

Software Engineering · Computer Science 2022-10-05 Chuhao Wu , Jose Miguel Perez-Alvarez , Adrian Mos , John M. Carroll

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

Artificial Intelligence (AI) tools for automating design artifact generation are increasingly used in Requirements Engineering (RE) to transform textual requirements into structured diagrams and models. While these AI tools, particularly…

Software Engineering · Computer Science 2025-07-15 Syed Tauhid Ullah Shah , Mohammad Hussein , Ann Barcomb , Mohammad Moshirpour