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Annotations play a vital role in highlighting critical aspects of visualizations, aiding in data externalization and exploration, collaborative sensemaking, and visual storytelling. However, despite their widespread use, we identified a…

Human-Computer Interaction · Computer Science 2026-04-10 Md Dilshadur Rahman , Ghulam Jilani Quadri , Bhavana Doppalapudi , Danielle Albers Szafir , Paul Rosen

Cross-task generalization is a significant outcome that defines mastery in natural language understanding. Humans show a remarkable aptitude for this, and can solve many different types of tasks, given definitions in the form of textual…

Human-Computer Interaction · Computer Science 2023-04-14 Anjana Arunkumar , Shubham Sharma , Rakhi Agrawal , Sriram Chandrasekaran , Chris Bryan

Providing a human-understandable explanation of classifiers' decisions has become imperative to generate trust in their use for day-to-day tasks. Although many works have addressed this problem by generating visual explanation maps, they…

Machine Learning · Computer Science 2021-06-22 Martin Charachon , Paul-Henry Cournède , Céline Hudelot , Roberto Ardon

Despite the growing demand for professional graphic design knowledge, the tacit nature of design inhibits knowledge sharing. However, there is a limited understanding on the characteristics and instances of tacit knowledge in graphic…

Human-Computer Interaction · Computer Science 2024-03-12 Kihoon Son , DaEun Choi , Tae Soo Kim , Juho Kim

Architecture decision making is considered one of the most challenging cognitive tasks in software development. The objective of this study is to explore the state of the practice of architecture decision making in software teams, including…

Software Engineering · Computer Science 2017-07-04 Sandun Dasanayake , Jouni Markkula , Sanja Aaramaa , Markku Oivo

One of the most useful techniques to help visual data analysis systems is interactive filtering (brushing). However, visualization techniques often suffer from overlap of graphical items and multiple attributes complexity, making visual…

Graphics · Computer Science 2015-07-07 Jose Rodrigues , Luciana Romani , Agma Traina , Caetano Traina

Biological research spans scales and methodologies, generating complex data visualizations such as images, text, numbers, networks, and maps. With increasingly large and multimodal datasets, effective visualization is essential for…

Human-Computer Interaction · Computer Science 2024-08-30 Helena Klara Jambor

Policy decisions relevant to the environment rely on tools like dashboards, risk models, and prediction models to provide information and data visualizations that enable decision-makers to make trade-offs. The conventional paradigm of data…

Human-Computer Interaction · Computer Science 2025-07-28 Eshta Bhardwaj , Han Qiao , Christoph Becker

Inclusion and accessibility in visualization research have gained increasing attention in recent years. However, many challenges still remain to be solved on the road toward a more inclusive, shared-experience-driven visualization design…

Human-Computer Interaction · Computer Science 2022-09-13 Katrin Angerbauer , Michael Sedlmair

Dimensionality reduction is used as an important tool for unraveling the complexities of high-dimensional datasets in many fields of science, such as cell biology, chemical informatics, and physics. Visualizations of the dimensionally…

Human-Computer Interaction · Computer Science 2025-07-16 Dylan Cashman , Mark Keller , Hyeon Jeon , Bum Chul Kwon , Qianwen Wang

Deep models are the defacto standard in visual decision models due to their impressive performance on a wide array of visual tasks. However, they are frequently seen as opaque and are unable to explain their decisions. In contrast, humans…

Computer Vision and Pattern Recognition · Computer Science 2017-07-26 Dong Huk Park , Lisa Anne Hendricks , Zeynep Akata , Bernt Schiele , Trevor Darrell , Marcus Rohrbach

Large language models often generate homogeneous outputs, but whether this is problematic depends on the specific task. For objective math tasks, responses may vary in terms of problem-solving strategy but should maintain the same…

Computation and Language · Computer Science 2026-04-23 Shomik Jain , Jack Lanchantin , Maximilian Nickel , Candace Ross , Karen Ullrich , Ashia Wilson , Jamelle Watson-Daniels

Researchers collect large amounts of user interaction data with the goal of mapping user's workflows and behaviors to their higher-level motivations, intuitions, and goals. Although the visual analytics community has proposed numerous…

Human-Computer Interaction · Computer Science 2022-04-07 Sneha Gathani , Shayan Monadjemi , Alvitta Ottley , Leilani Battle

TypeShift is a tool for visualizing linguistic patterns in the timing of typing production. Language production is a complex process which draws on linguistic, cognitive and motor skills. By visualizing holistic trends in the typing…

Computation and Language · Computer Science 2021-03-09 Adam Goodkind

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

Visualizations themselves have become a data format. Akin to other data formats such as text and images, visualizations are increasingly created, stored, shared, and (re-)used with artificial intelligence (AI) techniques. In this survey, we…

Human-Computer Interaction · Computer Science 2021-07-20 Aoyu Wu , Yun Wang , Xinhuan Shu , Dominik Moritz , Weiwei Cui , Haidong Zhang , Dongmei Zhang , Huamin Qu

To design data visualizations that are easy to comprehend, we need to understand how people with different interests read them. Computational models of predicting scanpaths on charts could complement empirical studies by offering estimates…

Human-Computer Interaction · Computer Science 2025-02-07 Danqing Shi , Yao Wang , Yunpeng Bai , Andreas Bulling , Antti Oulasvirta

Inspiration plays an important role in design, yet its specific impact on data visualization design practice remains underexplored. This study investigates how professional visualization designers perceive and use inspiration in their…

Human-Computer Interaction · Computer Science 2025-02-24 Ali Baigelenov , Prakash Shukla , Paul Parsons

We describe a class of tasks called decision-oriented dialogues, in which AI assistants such as large language models (LMs) must collaborate with one or more humans via natural language to help them make complex decisions. We formalize…

Computation and Language · Computer Science 2024-05-07 Jessy Lin , Nicholas Tomlin , Jacob Andreas , Jason Eisner

Interactive visualizations are crucial in ad hoc data exploration and analysis. However, with the growing number of massive datasets, generating visualizations in interactive timescales is increasingly challenging. One approach for…

Databases · Computer Science 2017-01-25 Yongjoo Park , Michael Cafarella , Barzan Mozafari
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