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Unlike traditional media, social media typically provides quantified metrics of how many users have engaged with each piece of content. Some have argued that the presence of these cues promotes the spread of misinformation. Here we…

社会与信息网络 · 计算机科学 2022-07-18 Ziv Epstein , Hause Lin , Gordon Pennycook , David Rand

Misinformation proliferation on social media platforms is a pervasive threat to the integrity of online public discourse. Genuine users, susceptible to others' influence, often unknowingly engage with, endorse, and re-share questionable…

社会与信息网络 · 计算机科学 2025-01-30 Jinyi Ye , Luca Luceri , Julie Jiang , Emilio Ferrara

The behaviour of sharing information on social media should be fulfilled only when a user is exhibiting attentive behaviour. So that the useful information can be consumed constructively, and misinformation can be identified and ignored.…

社会与信息网络 · 计算机科学 2020-12-29 Zaid Amin , Nazlena Mohamad Ali , Alan F. Smeaton

Misinformation poses a significant challenge studied extensively by researchers, yet acquiring data to identify primary sharers is time-consuming and challenging. To address this, we propose a low-barrier approach to differentiate social…

社会与信息网络 · 计算机科学 2025-11-25 Júlia Számely , Alessandro Galeazzi , Júlia Koltai , Elisa Omodei

This paper provides a simple theoretical framework to evaluate the effect of key parameters of ranking algorithms, namely popularity and personalization parameters, on measures of platform engagement, misinformation and polarization. The…

社会与信息网络 · 计算机科学 2022-10-06 Fabrizio Germano , Vicenç Gómez , Francesco Sobbrio

A great deal of empirical research has examined who falls for misinformation and why. Here, we introduce a formal game-theoretic model of engagement with news stories that captures the strategic interplay between (mis)information consumers…

理论经济学 · 经济学 2023-09-26 Alexander J. Stewart , Antonio A. Arechar , David G. Rand , Joshua B. Plotkin

As disinformation-driven cognitive attacks become increasingly sophisticated, the ability to quantify their impact is essential for advancing cybersecurity defense strategies. This paper presents a novel framework for measuring the…

计算机与社会 · 计算机科学 2025-10-20 Bonnie Rushing , Shouhuai Xu

Many years after online social networks exceeded our collective attention, social influence is still built on attention capital. Quality is not a prerequisite for viral spreading, yet large diffusion cascades remain the hallmark of a social…

社会与信息网络 · 计算机科学 2020-06-02 Damian Konrad Kowalczyk , Lars Kai Hansen

Misinformation has become a widespread issue in the 21st century, impacting numerous areas of society and underscoring the need for effective intervention strategies. Among these strategies, user-centered interventions, such as warning…

人机交互 · 计算机科学 2025-05-15 Hussaini Zubairu , Abdelrahaman Abdou , Ashraf Matrawy

Online attention is an increasingly valuable resource in the digital age, with extraordinary events such as the COVID-19 pandemic fuelling fierce competition around it. As misinformation pervades online platforms, users seek credible…

社会与信息网络 · 计算机科学 2026-04-07 Yueting Han , Paolo Turrini , Marya Bazzi , Giulia Andrighetto , Eugenia Polizzi , Manlio De Domenico

Modern social networks rely on recommender systems that inadvertently amplify misinformation by prioritizing engagement over content veracity. We present a control framework that mitigates misinformation spread while maintaining user…

社会与信息网络 · 计算机科学 2025-11-18 Nicolo' Pagan , Andreas Philippou , Giulia De Pasquale

We measure trends in the diffusion of misinformation on Facebook and Twitter between January 2015 and July 2018. We focus on stories from 570 sites that have been identified as producers of false stories. Interactions with these sites on…

社会与信息网络 · 计算机科学 2018-09-18 Hunt Allcott , Matthew Gentzkow , Chuan Yu

Misinformation poses a growing global threat to institutional trust, democratic stability, and public decision-making. While prior research has often portrayed social media as a channel for spreading falsehoods, less is known about the…

综合经济学 · 经济学 2025-06-23 Gavin Wang , Haofei Qin , Xiao Tang , Lynn Wu

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…

计算与语言 · 计算机科学 2023-04-07 Tommaso Fornaciari , Luca Luceri , Emilio Ferrara , Dirk Hovy

Previous work suggests that people's preference for different kinds of information depends on more than just accuracy. This could happen because the messages contained within different pieces of information may either be well-liked or…

计算机与社会 · 计算机科学 2022-07-01 Alexandros Efstratiou , Emiliano De Cristofaro

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…

人机交互 · 计算机科学 2022-05-03 Jacqueline Urakami , Yeongdae Kim , Hiroki Oura , Katie Seaborn

The spread of misinformation through online social media platforms has had substantial societal consequences. As a result, platforms have introduced measures to alert users of news content that may be misleading or contain inaccuracies as a…

人机交互 · 计算机科学 2024-10-02 Hana Habib , Sara Elsharawy , Rifat Rahman

The proliferation of misinformation on social media has concerning possible consequences, such as the degradation of democratic norms. While recent research on countering misinformation has largely focused on analyzing the effectiveness of…

计算机与社会 · 计算机科学 2025-09-01 Catherine King , Samantha C. Phillips , Kathleen M. Carley

Warning users about misinformation on social media is not a simple usability task. Soft moderation has to balance between debunking falsehoods and avoiding moderation bias while preserving the social media consumption flow. Platforms thus…

计算机与社会 · 计算机科学 2022-05-04 Filipo Sharevski , Amy Devine , Emma Pieroni , Peter Jacnim

Social media engagement prediction is a central challenge in computational social science, particularly for understanding how users interact with misinformation. Existing approaches often treat engagement as a homogeneous time-series…

社会与信息网络 · 计算机科学 2026-02-03 Lin Tian , Marian-Andrei Rizoiu
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