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相关论文: Misinformed by Visualization: What Do We Learn Fro…

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Information visualizations are powerful tools that help users quickly identify patterns, trends, and outliers, facilitating informed decision-making. However, when visualizations incorporate deceptive design elements-such as truncated or…

Visualizations help communicate data insights, but deceptive data representations can distort their interpretation and propagate misinformation. While recent Vision Language Models (VLMs) perform well on many chart understanding tasks,…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Harsh Nishant Lalai , Raj Sanjay Shah , Hanspeter Pfister , Sashank Varma , Grace Guo

Misleading visualizations are a potent driver of misinformation on social media and the web. By violating chart design principles, they distort data and lead readers to draw inaccurate conclusions. Prior work has shown that both humans and…

计算与语言 · 计算机科学 2026-04-20 Jonathan Tonglet , Jan Zimny , Tinne Tuytelaars , Iryna Gurevych

Data visualizations have been increasingly used in oral presentations to communicate data patterns to the general public. Clear verbal introductions of visualizations to explain how to interpret the visually encoded information are…

人机交互 · 计算机科学 2021-12-24 Leni Yang , Cindy Xiong , Jason K. Wong , Aoyu Wu , Huamin Qu

Misinformation has disruptive effects on our lives. Many researchers have looked into means to identify and combat misinformation in text or data visualization. However, there is still a lack of understanding of how misinformation can be…

人机交互 · 计算机科学 2022-05-25 Chengbo Zheng , Xiaojuan Ma

Misleading visualizations pose a significant challenge to accurate data interpretation. While recent research has explored the use of Large Language Models (LLMs) for detecting such misinformation, practical tools that also support…

人机交互 · 计算机科学 2025-12-11 Amit Kumar Das , Klaus Mueller

Visualizing data often entails data transformations that can reveal and hide information, operations we dub disclosure tactics. Whether designers hide information intentionally or as an implicit consequence of other design choices, tools…

人机交互 · 计算机科学 2025-09-30 Krisha Mehta , Gordon Kindlmann , Alex Kale

Accompanying a data visualization with metadata may benefit readers by facilitating content understanding, strengthening trust, and providing accountability. However, providing this kind of information may also have negative, unintended…

人机交互 · 计算机科学 2021-08-31 Alyxander Burns , Thai On , Christiana Lee , Rachel Shapiro , Cindy Xiong , Narges Mahyar

As the information on the Internet continues growing exponentially, understanding and assessing the reliability of a website is becoming increasingly important. Misinformation has far-ranging repercussions, from sowing mistrust in media to…

社会与信息网络 · 计算机科学 2022-10-04 Seongmin Lee , Sadia Afroz , Haekyu Park , Zijie J. Wang , Omar Shaikh , Vibhor Sehgal , Ankit Peshin , Duen Horng Chau

Students of visualization come to formal education with an abundance of personal experience. However, one's exposure to graphics through media and education may not be sufficiently diverse to appreciate the nuance and complexity required to…

人机交互 · 计算机科学 2020-10-09 Amy Rae Fox , Taylor Jackson Scott

Misleading visualizations, which manipulate chart representations to support specific claims, can distort perception and lead to incorrect conclusions. Despite decades of research, they remain a widespread issue, posing risks to public…

计算与语言 · 计算机科学 2025-09-23 Zixin Chen , Sicheng Song , Kashun Shum , Yanna Lin , Rui Sheng , Weiqi Wang , Huamin Qu

In this study, we address the growing issue of misleading charts, a prevalent problem that undermines the integrity of information dissemination. Misleading charts can distort the viewer's perception of data, leading to misinterpretations…

人机交互 · 计算机科学 2024-07-25 Leo Yu-Ho Lo , Huamin Qu

Visualization has long been seen as a dependable and trustworthy tool for carrying out analysis and communication tasks -- a view reinforced by the growing interest in applying it to socially positive ends. However, despite the benign light…

人机交互 · 计算机科学 2021-09-23 Andrew M McNutt , Lilian Huang , Kathryn Koenig

Counterfactuals -- expressing what might have been true under different circumstances -- have been widely applied in statistics and machine learning to help understand causal relationships. More recently, counterfactuals have begun to…

人机交互 · 计算机科学 2024-04-08 Arran Zeyu Wang , David Borland , David Gotz

We present Verifi2, a visual analytic system to support the investigation of misinformation on social media. On the one hand, social media platforms empower individuals and organizations by democratizing the sharing of information. On the…

The impact of multimodal misinformation arises not only from factual inaccuracies but also from the misleading narratives that creators deliberately embed. Interpreting such creator intent is therefore essential for multimodal…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Jiaying Wu , Fanxiao Li , Zihang Fu , Min-Yen Kan , Bryan Hooi

Data visualization can be defined as the visual communication of information. One important barometer for the success of a visualization is whether the intents of the communicator(s) are faithfully conveyed. The processes of constructing…

人机交互 · 计算机科学 2023-09-13 Keshav Dasu , Yun-Hsin Kuo , Kwan-Liu Ma

Online disinformation poses an escalating threat to society, driven increasingly by the rapid spread of misleading content across both multimedia and multilingual platforms. While automated fact-checking methods have advanced in recent…

计算与语言 · 计算机科学 2026-01-19 Rafael Martins Frade , Rrubaa Panchendrarajan , Arkaitz Zubiaga

Researchers got success in mining the Web usage data effectively and efficiently. But representation of the mined patterns is often not in a form suitable for direct human consumption. Hence mechanisms and tools that can represent mined…

人机交互 · 计算机科学 2009-09-01 Ratnesh Kumar Jain , Dr. Suresh Jain , Dr. R. S. Kasana

Although visualization tools are widely available and accessible, not everyone knows the best practices and guidelines for creating accurate and honest visual representations of data. Numerous books and articles have been written to expose…

人机交互 · 计算机科学 2023-09-06 Leo Yu-Ho Lo , Yifan Cao , Leni Yang , Huamin Qu
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