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Research ideation involves broad exploring and deep refining ideas. Both require deep engagement with literature. Existing tools focus primarily on idea broad generation, yet offer little support for iterative specification, refinement, and…

Human-Computer Interaction · Computer Science 2025-07-16 Kevin Pu , K. J. Kevin Feng , Tovi Grossman , Tom Hope , Bhavana Dalvi Mishra , Matt Latzke , Jonathan Bragg , Joseph Chee Chang , Pao Siangliulue

Layout is a fundamental component of any graphic design. Creating large varieties of plausible document layouts can be a tedious task, requiring numerous constraints to be satisfied, including local ones relating different semantic elements…

Computer Vision and Pattern Recognition · Computer Science 2020-04-20 Akshay Gadi Patil , Omri Ben-Eliezer , Or Perel , Hadar Averbuch-Elor

Designers of online deliberative platforms aim to counter the degrading quality of online debates. Support technologies such as machine learning and natural language processing open avenues for widening the circle of people involved in…

Artificial Intelligence · Computer Science 2023-02-22 Ruth Shortall , Anatol Itten , Michiel van der Meer , Pradeep K. Murukannaiah , Catholijn M. Jonker

Complex data analysis inherently seeks unexpected insights through exploratory visual analysis methods, transcending logical, step-by-step processing. However, existing interfaces such as notebooks and dashboards have limitations in…

Human-Computer Interaction · Computer Science 2024-03-22 Zijian Ding , Joel Chan

Written language is a useful tool for non-visual creative activities like writing essays and planning searches. This paper investigates the integration of written language in to the visualization design process. We create the idea of a…

Human-Computer Interaction · Computer Science 2024-07-24 Chase Stokes , Clara Hu , Marti A. Hearst

When novices fabricate, they start by choosing a workflow (e.g., laser cutting, 3D printing, etc.) and corresponding software from a narrow set they know. As they advance their design, another workflow might better suit their intent, but…

Human-Computer Interaction · Computer Science 2026-02-17 Shuo Feng , Xuening Wang , Yifan , Shan , Krista U Singh , Bo Liu , Amritansh Kwatra , Ritik Batra , Tobias M Weinberg , Thijs Roumen

We present an unsupervised slide-quality assessment pipeline that combines seven expert-inspired visual-design metrics (whitespace, colorfulness, edge density, brightness contrast, text density, color harmony, layout balance) with CLIP-ViT…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Tai Inui , Steven Oh , Magdeline Kuan

Real-world design documents (e.g., posters) are inherently multi-layered, combining decoration, text, and images. Editing them from natural-language instructions requires fine-grained, layer-aware reasoning to identify relevant layers and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-30 Zihao Lin , Wanrong Zhu , Jiuxiang Gu , Jihyung Kil , Christopher Tensmeyer , Lin Zhang , Shilong Liu , Ruiyi Zhang , Lifu Huang , Vlad I. Morariu , Tong Sun

Generative AI has enabled novice designers to quickly create professional-looking visual representations for product concepts. However, novices have limited domain knowledge that could constrain their ability to write prompts that…

Human-Computer Interaction · Computer Science 2026-03-30 Sirui Tao , Ivan Liang , Cindy Peng , Zhiqing Wang , Srishti Palani , Steven P. Dow

Code review is a fundamental process in software development that plays a pivotal role in ensuring code quality and reducing the likelihood of errors and bugs. However, code review can be complex, subjective, and time-consuming. Quality…

Software Engineering · Computer Science 2024-02-06 Oussama Ben Sghaier , Houari Sahraoui

Graphic layout designs play an essential role in visual communication. Yet handcrafting layout designs is skill-demanding, time-consuming, and non-scalable to batch production. Generative models emerge to make design automation scalable but…

Computer Vision and Pattern Recognition · Computer Science 2024-10-01 Ning Yu , Chia-Chih Chen , Zeyuan Chen , Rui Meng , Gang Wu , Paul Josel , Juan Carlos Niebles , Caiming Xiong , Ran Xu

Design spaces serve as a conceptual framework that enables designers to explore feasible solutions through the selection and combination of design elements. However, effective decision-making remains heavily dependent on the designer's…

Human-Computer Interaction · Computer Science 2025-06-13 Chuer Chen , Xiaoke Yan , Xiaoyu Qi , Nan Cao

Presentations are a primary medium for scholarly communication, yet most AI slide generators optimize the artifact (a visually plausible deck) while under-optimizing the delivery process (pacing, narrative, and presentation preparation). We…

Artificial Intelligence · Computer Science 2026-05-18 Ming Yang , Zhiwei Zhang , Jiahang Li , Haoseng Liu , Yuzheng Cai , Weiguo Zheng

We present a case study of an iterative design process that includes a conversation analyst. We discuss potential benefits of conversation analysis for design, and we describe our strategies for integrating the conversation analyst in the…

Human-Computer Interaction · Computer Science 2007-05-23 Allison Woodruff , Margaret H. Szymanski , Rebecca E. Grinter , Paul M. Aoki

Recent research in the field of computer vision strongly focuses on deep learning architectures to tackle image processing problems. Deep neural networks are often considered in complex image processing scenarios since traditional computer…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Marcel P. Schilling , Luca Rettenberger , Friedrich Münke , Haijun Cui , Anna A. Popova , Pavel A. Levkin , Ralf Mikut , Markus Reischl

Automatic presentation slide generation can greatly streamline content creation. However, since preferences of each user may vary, existing under-specified formulations often lead to suboptimal results that fail to align with individual…

Computation and Language · Computer Science 2025-12-24 Wenzheng Zeng , Mingyu Ouyang , Langyuan Cui , Hwee Tou Ng

The most prominent Agile framework Scrum, is often criticized for its amount of meetings. These regular events are essential to the empirical inspect-and-adapt cycle proposed by Agile methods. Scrum meetings face several challenges, such as…

Software Engineering · Computer Science 2021-09-15 Franziska Dobrigkeit , Christoph Matthies , Ralf Teusner , Michael Perscheid

Participatory Design -- an iterative, flexible design process that uses the close involvement of stakeholders, most often end users -- is growing in use across design disciplines. As an increasing number of practitioners turn to…

Human-Computer Interaction · Computer Science 2025-10-21 Peter Wacnik , Shanna Daly , Aditi Verma

The opacity of machine learning data is a significant threat to ethical data work and intelligible systems. Previous research has addressed this issue by proposing standardized checklists to document datasets. This paper expands that field…

Human-Computer Interaction · Computer Science 2022-08-11 Milagros Miceli , Tianling Yang , Adriana Alvarado Garcia , Julian Posada , Sonja Mei Wang , Marc Pohl , Alex Hanna

Artificial Intelligence (AI) has significant potential for product design: AI can check technical and non-technical constraints on products, it can support a quick design of new product variants and new AI methods may also support…

Artificial Intelligence · Computer Science 2022-01-20 Philipp Rosenthal , Oliver Niggemann