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Corrections given by ordinary social media users, also referred to as Social Correction have emerged as a viable intervention against misinformation as per the recent literature. However, little is known about how often users give disputing…

Social and Information Networks · Computer Science 2025-05-06 Sameera S. Vithanage , Keith Ransom , Antonette Mendoza , Shanika Karunasekera

In recent years, critics of online platforms have raised concerns about the ability of recommendation algorithms to amplify problematic content, with potentially radicalizing consequences. However, attempts to evaluate the effect of…

Social and Information Networks · Computer Science 2023-12-04 Homa Hosseinmardi , Amir Ghasemian , Miguel Rivera-Lanas , Manoel Horta Ribeiro , Robert West , Duncan J. Watts

The rise of fake news in the past decade has brought with it a host of consequences, from swaying opinions on elections to generating uncertainty during a pandemic. A majority of methods developed to combat disinformation either focus on…

Computers and Society · Computer Science 2021-08-26 Mansooreh Karami , Tahora H. Nazer , Huan Liu

The massive diffusion of social media fosters disintermediation and changes the way users are informed, the way they process reality, and the way they engage in public debate. The cognitive layer of users and the related social dynamics…

Misinformation propagation in online social networks has become an increasingly challenging problem. Although many studies exist to solve the problem computationally, a permanent and robust solution is yet to be discovered. In this study,…

Social and Information Networks · Computer Science 2023-03-21 Tolga Yilmaz , Özgür Ulusoy

This paper seeks to address the classification of misinformation in news articles using a Long Short Term Memory Recurrent Neural Network. Articles were taken from 2018; a year that was filled with reporters writing about President Donald…

Computation and Language · Computer Science 2022-10-26 Brendan Cunha , Lydia Manikonda

The problem of how to effectively mitigate the flow of misinformation remains a significant challenge. The classical approach to this is public disapproval of claims or "debunking." The approach is still widely used on social media, but it…

Human-Computer Interaction · Computer Science 2025-05-13 Huiyun Tang , Anastasia Sergeeva

Conventional preventive measures during pandemic include social distancing and lockdown. Such measures in the time of social media brought about a new set of challenges - vulnerability to the toxic impact of online misinformation is high. A…

Social and Information Networks · Computer Science 2021-02-16 Isa Inuwa-Dutse

Misinformation has emerged as a major societal threat in recent years in general; specifically in the context of the COVID-19 pandemic, it has wrecked havoc, for instance, by fuelling vaccine hesitancy. Cost-effective, scalable solutions…

Artificial Intelligence · Computer Science 2024-07-29 Shakshi Sharma , Anwitaman Datta , Rajesh Sharma

The Facebook Privacy-Protected Full URLs Dataset was released to enable independent, academic research on the impact of Facebook's platform on society while ensuring user privacy. The dataset has been used in several studies to analyze the…

Computers and Society · Computer Science 2025-10-01 Emma Fraxanet , Andreas Kaltenbrunner , Fabrizio Germano , Vicenç Gómez

Platforms are increasingly relying on algorithms to curate the content within users' social media feeds. However, the growing prominence of proprietary, algorithmically curated feeds has concealed what factors influence the presentation of…

Human-Computer Interaction · Computer Science 2025-08-11 Jackie Chan , Fred Choi , Koustuv Saha , Eshwar Chandrasekharan

Detecting misinformation threads is crucial to guarantee a healthy environment on social media. We address the problem using the data set created during the COVID-19 pandemic. It contains cascades of tweets discussing information weakly…

Computation and Language · Computer Science 2023-04-07 Tommaso Fornaciari , Luca Luceri , Emilio Ferrara , Dirk Hovy

We are in the midst of a transformation of the digital news ecosystem. The expansion of online social networks, the influence of recommender systems, increased automation, and new generative artificial intelligence tools are rapidly…

Human-Computer Interaction · Computer Science 2023-06-27 Victor Galaz , Hannah Metzler , Stefan Daume , Andreas Olsson , Björn Lindström , Arvid Marklund

Recent years have witnessed the rise of misinformation campaigns that spread specific narratives on social media to manipulate public opinions on different areas, such as politics and healthcare. Consequently, an effective and efficient…

Machine Learning · Computer Science 2022-10-17 Yizhou Zhang , Defu Cao , Yan Liu

Modern information environments, especially social media, are highly complex systems that exceed individual processing capacities such as humans' limited attention. This environment/cognition mismatch can increase susceptibility to…

Physics and Society · Physics 2026-02-24 Viktoria Kainz , Justin Sulik , Anna Neudert , Torsten Enßlin

US voters shared large volumes of polarizing political news and information in the form of links to content from Russian, WikiLeaks and junk news sources. Was this low quality political information distributed evenly around the country, or…

Social and Information Networks · Computer Science 2018-02-13 Philip N. Howard , Bence Kollanyi , Samantha Bradshaw , Lisa-Maria Neudert

The current public sense of anxiety in dealing with disinformation as manifested by so-called fake news is acutely displayed by the reaction to recent events prompted by a belief in conspiracies among certain groups. A model to deal with…

Alarmed by the volume of disinformation that was assumed to have taken place during the 2016 US elections, scholars, politics and journalists predicted the worst when the first deepfakes began to emerge in 2018. After all, US Elections 2020…

Social and Information Networks · Computer Science 2021-01-25 João Paulo Meneses

Social media platforms (SMPs) leverage algorithmic filtering (AF) as a means of selecting the content that constitutes a user's feed with the aim of maximizing their rewards. Selectively choosing the contents to be shown on the user's feed…

Machine Learning · Computer Science 2024-02-21 Wasim Huleihel , Yehonathan Refael

Search and recommendation systems are ubiquitous and irreplaceable tools in our daily lives. Despite their critical role in selecting and ranking the most relevant information, they typically do not consider the veracity of information…

Information Retrieval · Computer Science 2020-09-29 Eslam Hussein , Hoda Eldardiry