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Social media algorithms are thought to amplify variation in user beliefs, thus contributing to radicalization. However, quantitative evidence on how algorithms and user preferences jointly shape harmful online engagement is limited. I…

General Economics · Economics 2025-03-11 Aarushi Kalra

By filtering the content that users see, social media platforms have the ability to influence users' perceptions and decisions, from their dining choices to their voting preferences. This influence has drawn scrutiny, with many calling for…

Computers and Society · Computer Science 2021-11-03 Sarah H. Cen , Devavrat Shah

To proactively offer social media users a safe online experience, there is a need for systems that can detect harmful posts and promptly alert platform moderators. In order to guarantee the enforcement of a consistent policy, moderators are…

Computation and Language · Computer Science 2022-10-07 Agostina Calabrese , Björn Ross , Mirella Lapata

People come to social media to satisfy a variety of needs, such as being informed, entertained and inspired, or connected to their friends and community. Hence, to design a ranking function that gives useful and personalized post…

Social and Information Networks · Computer Science 2022-06-27 Jane Dwivedi-Yu , Yi-Chia Wang , Lijing Qin , Cristian Canton-Ferrer , Alon Y. Halevy

Many online social networks thrive on automatic sharing of friends' activities to a user through activity feeds, which may influence the user's next actions. However, identifying such social influence is tricky because these activities are…

Social and Information Networks · Computer Science 2016-04-06 Amit Sharma , Dan Cosley

Engaged costumers are a very import part of current social media marketing. Public figures and brands have to be very careful about what to post online. That is why the need for accurate strategies for anticipating the impact of a post…

Social and Information Networks · Computer Science 2019-09-24 Érika S. Rosas-Quezada , Gabriela Ramírez-de-la-Rosa , Esaú Villatoro-Tello

Users online tend to acquire information adhering to their system of beliefs and to ignore dissenting information. Such dynamics might affect page popularity. In this paper we introduce an algorithm, that we call PopRank, to assess both the…

Social and Information Networks · Computer Science 2019-03-06 Andrea Zaccaria , Michela del Vicario , Walter Quattrociocchi , Antonio Scala , Luciano Pietronero

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…

Social and Information Networks · Computer Science 2022-07-18 Ziv Epstein , Hause Lin , Gordon Pennycook , David Rand

Community-level blocklists are key to content moderation practices in decentralized social media. These blocklists enable moderators to prevent other communities, such as those acting in bad faith, from interacting with their own -- and, if…

Social and Information Networks · Computer Science 2025-06-09 Owen Xingjian Zhang , Sohyeon Hwang , Yuhan Liu , Manoel Horta Ribeiro , Andrés Monroy-Hernández

This study examines the failures and possibilities of contemporary social media governance through the lived experiences of various content moderation professionals. Drawing on participatory design workshops with 33 practitioners in both…

Human-Computer Interaction · Computer Science 2025-09-12 Lindsay Blackwell

This study examines what drives organizational adoption and use of social media through a model built around four key factors - strategy, capacity, governance, and environment. Using Twitter, Facebook, and other data on 100 large US…

Computers and Society · Computer Science 2012-08-17 Seungahn Nah , Gregory D. Saxton

The social networking era has left us with little privacy. The details of the social network users are published on Social Networking sites. Vulnerability has reached new heights due to the overpowering effects of social networking. The…

Social and Information Networks · Computer Science 2016-04-08 Jinju Joby P , Jyothi Korra

Comment sections below online news articles enjoy growing popularity among readers. However, the overwhelming number of comments makes it infeasible for the average news consumer to read all of them and hinders engaging discussions. Most…

Information Retrieval · Computer Science 2020-03-27 Julian Risch , Ralf Krestel

Engaging all content providers, including newcomers or minority demographic groups, is crucial for online platforms to keep growing and working. Hence, while building recommendation services, the interests of those providers should be…

Information Retrieval · Computer Science 2022-04-26 Mirko Marras , Ludovico Boratto , Guilherme Ramos , Gianni Fenu

E-communities, social groups interacting online, have recently become an object of interdisciplinary research. As with face-to-face meetings, Internet exchanges may not only include factual information but also emotional information - how…

Accurately estimating how users respond to moderation interventions is paramount for developing effective and user-centred moderation strategies. However, this requires a clear understanding of which user characteristics are associated with…

Computers and Society · Computer Science 2025-10-24 Benedetta Tessa , Alejandro Moreo , Stefano Cresci , Tiziano Fagni , Fabrizio Sebastiani

Content moderation practices and technologies need to change over time as requirements and community expectations shift. However, attempts to restructure existing moderation practices can be difficult, especially for platforms that rely on…

Human-Computer Interaction · Computer Science 2026-03-10 Chau Tran , Kejsi Take , Kaylea Champion , Benjamin Mako Hill , Rachel Greenstadt

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…

Social and Information Networks · Computer Science 2025-01-30 Jinyi Ye , Luca Luceri , Julie Jiang , Emilio Ferrara

Augmented reality (AR) will enable individuals to share and experience content augmented at real world locations with ease. But what protections and restrictions should be in place? Should, for example, anyone be able to post any content…

Human-Computer Interaction · Computer Science 2025-02-11 Alan Joy , Joseph O'Hagan
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