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The proliferation of fake news on social media has opened up new directions of research for timely identification and containment of fake news, and mitigation of its widespread impact on public opinion. While much of the earlier research…

Machine Learning · Computer Science 2019-01-23 Karishma Sharma , Feng Qian , He Jiang , Natali Ruchansky , Ming Zhang , Yan Liu

The spread of misinformation is a pressing global problem that has elicited a range of responses from researchers, policymakers, civil society and industry. Over the past decade, these stakeholders have developed many interventions to…

Computers and Society · Computer Science 2022-12-23 Pica Johansson , Florence Enock , Scott Hale , Bertie Vidgen , Cassidy Bereskin , Helen Margetts , Jonathan Bright

Despite extensive research and development of tools and technologies for misinformation tracking and detection, we often find ourselves largely on the losing side of the battle against misinformation. In an era where misinformation poses a…

Social and Information Networks · Computer Science 2025-01-28 Harith Alani , Grégoire Burel

The massive spread of misinformation in social networks has become a global risk, implicitly influencing public opinion and threatening social/political development. Misinformation detection (MID) has thus become a surging research topic in…

Social and Information Networks · Computer Science 2019-09-10 Bin Guo , Yasan Ding , Lina Yao , Yunji Liang , Zhiwen Yu

Mis- and disinformation can spread rapidly on video-sharing platforms (VSPs). Despite the growing use of VSPs, there has not been a proportional increase in our ability to understand this medium and the messages conveyed through it. In this…

Human-Computer Interaction · Computer Science 2023-03-28 Sukrit Venkatagiri , Joseph S. Schafer , Stephen Prochaska

The rapid dissemination of information through digital platforms has revolutionized the way we access and consume news and information, particularly in the realm of finance. However, this digital age has also given rise to an alarming…

Computers and Society · Computer Science 2023-09-25 Aman Rangapur , Haoran Wang , Kai Shu

The growth of misinformation technology necessitates the need to identify fake videos. One approach to preventing the consumption of these fake videos is provenance which allows the user to authenticate media content to its original source.…

Human-Computer Interaction · Computer Science 2020-10-02 Imani N. Sherman , Elissa M. Redmiles , Jack W. Stokes

Misinformation, defined as false or inaccurate information, can result in significant societal harm when it is spread with malicious or even innocuous intent. The rapid online information exchange necessitates advanced detection mechanisms…

Computation and Language · Computer Science 2024-10-08 Chu Fei Luo , Radin Shayanfar , Rohan Bhambhoria , Samuel Dahan , Xiaodan Zhu

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…

Human-Computer Interaction · Computer Science 2019-03-19 Alireza Karduni , Isaac Cho , Ryan Wesslen , Sashank Santhanam , Svitlana Volkova , Dustin Arendt , Samira Shaikh , Wenwen Dou

Misinformation spread through social media has become a fundamental challenge in modern society. Recent studies have evaluated various strategies for addressing this problem, such as by modifying social media platforms or educating people…

Human-Computer Interaction · Computer Science 2022-05-03 Jacqueline Urakami , Yeongdae Kim , Hiroki Oura , Katie Seaborn

Misinformation remains one of the most significant issues in the digital age. While automated fact-checking has emerged as a viable solution, most current systems are limited to evaluating factual accuracy. However, the detrimental effect…

Computation and Language · Computer Science 2025-09-22 Arghodeep Nandi , Megha Sundriyal , Euna Mehnaz Khan , Jikai Sun , Emily Vraga , Jaideep Srivastava , Tanmoy Chakraborty

Prior work has extensively studied misinformation related to news, politics, and health, however, misinformation can also be about technological topics. While less controversial, such misinformation can severely impact companies'…

Computers and Society · Computer Science 2023-06-19 Mohit Singhal , Nihal Kumarswamy , Shreyasi Kinhekar , Shirin Nilizadeh

The quality of digital information on the web has been disquieting due to the lack of careful manual review. Consequently, a large volume of false textual information has been disseminating for a long time since the prevalence of social…

Social and Information Networks · Computer Science 2021-08-10 Qiang Zhang , Hongbin Huang , Shangsong Liang , Zaiqiao Meng , Emine Yilmaz

Misinformation is now a major problem due to its potential high risks to our core democratic and societal values and orders. Out-of-context misinformation is one of the easiest and effective ways used by adversaries to spread viral false…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Sahar Abdelnabi , Rakibul Hasan , Mario Fritz

Misinformation on YouTube is a significant concern, necessitating robust detection strategies. In this paper, we introduce a novel methodology for video classification, focusing on the veracity of the content. We convert the conventional…

Computation and Language · Computer Science 2023-07-25 Christos Christodoulou , Nikos Salamanos , Pantelitsa Leonidou , Michail Papadakis , Michael Sirivianos

Given the prevalence of online misinformation and our scarce cognitive capacity, Internet users have been shown to frequently fall victim to such information. As some studies have investigated psychological factors that make people…

Human-Computer Interaction · Computer Science 2022-10-24 Nattapat Boonprakong , Benjamin Tag , Tilman Dingler

Short video platforms have become important channels for news dissemination, offering a highly engaging and immediate way for users to access current events and share information. However, these platforms have also emerged as significant…

Computer Vision and Pattern Recognition · Computer Science 2024-11-18 Weihao Zhong , Yinhao Xiao , Minghui Xu , Xiuzhen Cheng

In recent years, we have witnessed the proliferation of large amounts of online content generated directly by users with virtually no form of external control, leading to the possible spread of misinformation. The search for effective…

Information Retrieval · Computer Science 2024-07-12 Rishabh Upadhyay , Gabriella Pasi , Marco Viviani

Over one in five adults in the US lives with a mental illness. In the face of a shortage of mental health professionals and offline resources, online short-form video content has grown to serve as a crucial conduit for disseminating mental…

Preventing the spread of misinformation is challenging. The detection of misleading content presents a significant hurdle due to its extreme linguistic and domain variability. Content-based models have managed to identify deceptive language…

Computation and Language · Computer Science 2024-01-30 Flavio Merenda , José Manuel Gómez-Pérez