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Data visualizations are vital to scientific communication on critical issues such as public health, climate change, and socioeconomic policy. They are often designed not just to inform, but to persuade people to make consequential decisions…

Human-Computer Interaction · Computer Science 2023-02-09 Doug Markant , Milad Rogha , Alireza Karduni , Ryan Wesslen , Wenwen Dou

User interface personalization enhances digital efficiency, usability, and accessibility. However, in user-driven setups, limited support for identifying and evaluating worthwhile opportunities often leads to underuse. We explore a…

Human-Computer Interaction · Computer Science 2026-03-20 Sérgio Alves , Carlos Duarte , Kyle Montague , Tiago Guerreiro

The biases exhibited by Text-to-Image (TTI) models are often treated as if they are independent, but in reality, they may be deeply interrelated. Addressing bias along one dimension, such as ethnicity or age, can inadvertently influence…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Pushkar Shukla , Aditya Chinchure , Emily Diana , Alexander Tolbert , Kartik Hosanagar , Vineeth N. Balasubramanian , Leonid Sigal , Matthew A. Turk

This paper investigates the role of text in visualizations, specifically the impact of text position, semantic content, and biased wording. Two empirical studies were conducted based on two tasks (predicting data trends and appraising bias)…

Human-Computer Interaction · Computer Science 2024-01-09 Chase Stokes , Cindy Xiong Bearfield , Marti A. Hearst

As Large Language Models (LLMs) continue to evolve, they are increasingly being employed in numerous studies to simulate societies and execute diverse social tasks. However, LLMs are susceptible to societal biases due to their exposure to…

Computation and Language · Computer Science 2024-10-04 Angana Borah , Rada Mihalcea

Mixed-initiative visual analytics systems incorporate well-established design principles that improve users' abilities to solve problems. As these systems consider whether to take initiative towards achieving user goals, many current…

Human-Computer Interaction · Computer Science 2020-11-20 Adam Coscia , Duen Horng Chau , Alex Endert

Algorithms deployed in education can shape the learning experience and success of a student. It is therefore important to understand whether and how such algorithms might create inequalities or amplify existing biases. In this paper, we…

Computers and Society · Computer Science 2022-12-21 Jade Maï Cock , Muhammad Bilal , Richard Davis , Mirko Marras , Tanja Käser

Current AI systems minimize risk by enforcing ideological neutrality, yet this may introduce automation bias by suppressing cognitive engagement in human decision-making. We conducted randomized trials with 2,500 participants to test…

Human-Computer Interaction · Computer Science 2025-08-21 Shiyang Lai , Junsol Kim , Nadav Kunievsky , Yujin Potter , James Evans

The increasing integration of machine learning algorithms in daily life underscores the critical need for fairness and equity in their deployment. As these technologies play a pivotal role in decision-making, addressing biases across…

Computer Vision and Pattern Recognition · Computer Science 2024-05-17 Guanyu Hu , Eleni Papadopoulou , Dimitrios Kollias , Paraskevi Tzouveli , Jie Wei , Xinyu Yang

When an analyst or scientist has a belief about how the world works, their thinking can be biased in favor of that belief. Therefore, one bedrock principle of science is to minimize that bias by testing the predictions of one's belief…

Human-Computer Interaction · Computer Science 2022-08-10 Cindy Xiong , Chase Stokes , Yea-Seul Kim , Steven Franconeri

Politics is the set of activities related to strategic decision-making in groups. Political scientists study the strategic interactions between states, institutions, politicians, and citizens; they seek to understand the causes and…

Human-Computer Interaction · Computer Science 2024-05-10 Dongyun Han , Abdullah-Al-Raihan Nayeem , Jason Windett , Yaoyao Dai , Benjamin Radford , Isaac Cho

In recent years, the influence of cognitive effects and biases on users' thinking, behaving, and decision-making has garnered increasing attention in the field of interactive information retrieval. The decoy effect, one of the main…

Information Retrieval · Computer Science 2024-06-06 Nuo Chen , Jiqun Liu , Tetsuya Sakai , Xiao-Ming Wu

Media bias and its extreme form, fake news, can decisively affect public opinion. Especially when reporting on policy issues, slanted news coverage may strongly influence societal decisions, e.g., in democratic elections. Our paper makes…

Computers and Society · Computer Science 2021-10-19 Felix Hamborg , Kim Heinser , Anastasia Zhukova , Karsten Donnay , Bela Gipp

Choice decisions made by users of online applications can suffer from biases due to the users' level of engagement. For instance, low engagement users may make random choices with no concern for the quality of items offered. This biased…

Applications · Statistics 2016-08-30 Zhengli Wang , Tauhid Zaman

Analyzing interaction data provides an opportunity to learn about users, uncover their underlying goals, and create intelligent visualization systems. The first step for intelligent response in visualizations is to enable computers to infer…

Human-Computer Interaction · Computer Science 2020-10-19 Shayan Monadjemi , Roman Garnett , Alvitta Ottley

Present Brain-Computer Interfacing (BCI) technology allows inference and detection of cognitive and affective states, but fairly little has been done to study scenarios in which such information can facilitate new applications that rely on…

Human-Computer Interaction · Computer Science 2024-06-03 Luis A. Leiva , V. Javier Traver , Alexandra Kawala-Sterniuk , Tuukka Ruotsalo

User profiling has long been an important problem that investigates user interests in many real applications. Some recent works regard users and their interacted objects as entities of a graph and turn the problem into a node classification…

Information Retrieval · Computer Science 2021-10-15 Qilong Yan , Yufeng Zhang , Qiang Liu , Shu Wu , Liang Wang

One of the primary purposes of visualization is to assist users in discovering insights. While there has been much research in information visualization aiming at complex data transformation and novel presentation techniques, relatively…

Human-Computer Interaction · Computer Science 2022-04-28 Chen He , Tung Vuong , Giulio Jacucci

With the rise of AI, algorithms have become better at learning underlying patterns from the training data including ingrained social biases based on gender, race, etc. Deployment of such algorithms to domains such as hiring, healthcare, law…

Machine Learning · Computer Science 2022-08-11 Bhavya Ghai , Klaus Mueller

Traditional media outlets are known to report political news in a biased way, potentially affecting the political beliefs of the audience and even altering their voting behaviors. Many researchers focus on automatically detecting and…

Computers and Society · Computer Science 2021-05-21 Timo Spinde , Felix Hamborg , Karsten Donnay , Angelica Becerra , Bela Gipp