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Social media is nearly ubiquitous in modern life, raising concerns about its societal impacts -- from mental health and polarization to violence and democratic disruption. Yet research on its causal effects is still inconclusive: Various…

Social and Information Networks · Computer Science 2026-04-24 Joseph B. Bak-Coleman , Stephan Lewandowsky , Philipp Lorenz-Spreen , Arvind Narayanan , Amy Orben , Lisa Oswald

Broadcasts and timelines are the primary mechanism of information exchange in online social platforms today. Services like Facebook, Twitter and Instagram have enabled ordinary people to reach large audiences spanning cultures and…

Social and Information Networks · Computer Science 2016-10-20 Emaad Manzoor , Haewoon Kwak , Panos Kalnis

News consumption behavior is shaped by the coupling between temporal dynamics and content selection. This study proposes a multi-scale temporal-content framework and validates it on two large real-world news datasets, MIND and Adressa.…

Social and Information Networks · Computer Science 2026-05-01 Jipeng Tan , Mengye Yang , Zhanghao Li , Yong Min

An avalanche or cascade occurs when one event causes one or more subsequent events, which in turn may cause further events in a chain reaction. Avalanching dynamics are studied in many disciplines, with a recent focus on average avalanche…

Physics and Society · Physics 2024-01-31 James P Gleeson , Rick Durrett

Social media platforms disseminate extensive volumes of online content, including true and, in particular, false rumors. Previous literature has studied the diffusion of offline rumors, yet more research is needed to understand the…

Social and Information Networks · Computer Science 2023-03-22 Nicolas Pröllochs , Stefan Feuerriegel

Online social networks (OSNs) have transformed the way individuals fulfill their social needs and consume information. As OSNs become increasingly prominent sources for news dissemination, individuals often encounter content that influences…

Social and Information Networks · Computer Science 2026-03-17 Elisabetta Biondi , Chiara Boldrini , Andrea Passarella , Marco Conti

A characteristic property of networks is their ability to propagate influences, such as infectious diseases, behavioral changes, and failures. An especially important class of such contagious dynamics is that of cascading processes. These…

Physics and Society · Physics 2017-01-26 Adilson E. Motter , Yang Yang

Nowadays, millions of people interact on a daily basis on online social media like Facebook and Twitter, where they share and discuss information about a wide variety of topics. In this paper, we focus on a specific online social network,…

Physics and Society · Physics 2016-04-06 Elisa Omodei , Manlio De Domenico , Alex Arenas

We study sequential social learning with continuous actions and conformity when agents can endogenously generate hard, publicly verifiable evidence. Actions transmit soft information whose visibility depends on responsiveness to private…

Theoretical Economics · Economics 2025-11-04 Darina Cheredina , Georgy Lukyanov

An increasing portion of modern socializing takes place via online social networks. Members of these communities often play distinct roles that can be deduced from observations of users' online activities. One such activity is the sharing…

Social and Information Networks · Computer Science 2016-11-17 Francis T. O'Donovan , Connie Fournelle , Steve Gaffigan , Oliver Brdiczka , Jianqiang Shen , Juan Liu , Kendra E. Moore

An information outbreak occurs on social media along with the COVID-19 pandemic and leads to infodemic. Predicting the popularity of online content, known as cascade prediction, allows for not only catching in advance hot information that…

Social and Information Networks · Computer Science 2021-08-13 Ninghan Chen , Xihui Chen , Zhiqiang Zhong , Jun Pang

We introduce a model for predicting the diffusion of content information on social media. When propagation is usually modeled on discrete graph structures, we introduce here a continuous diffusion model, where nodes in a diffusion cascade…

Machine Learning · Computer Science 2014-02-04 Cédric Lagnier , Simon Bourigault , Sylvain Lamprier , Ludovic Denoyer , Patrick Gallinari

Users increasing activity across various social networks made it the most widely used platform for exchanging and propagating information among individuals. To spread information within a network, a user initially shared information on a…

Social and Information Networks · Computer Science 2026-05-13 Maryam Ramezani , Hossein Goli , AmirMohammad Izadi , Hamid R. Rabiee

Bio-inspired paradigms are proving to be useful in analyzing propagation and dissemination of information in networks. In this paper we explore the use of multi-type branching processes to analyse viral properties of content in a social…

Probability · Mathematics 2020-01-01 Ranbir Dhounchak , Veeraruna Kavitha , Eitan Altman

We analyze general trends and pattern in time series that characterize the dynamics of collective attention to social media services and Web-based businesses. Our study is based on search frequency data available from Google Trends and…

Social and Information Networks · Computer Science 2014-06-26 Christian Bauckhage , Kristian Kersting

Social media have become the main vehicle of information production and consumption online. Millions of users every day log on their Facebook or Twitter accounts to get updates and news, read about their topics of interest, and become…

Social and Information Networks · Computer Science 2017-03-07 Emilio Ferrara , Zeyao Yang

In today's world, individuals interact with each other in more complicated patterns than ever. Some individuals engage through online social networks (e.g., Facebook, Twitter), while some communicate only through conventional ways (e.g.,…

Physics and Society · Physics 2015-09-15 Yong Zhuang , Osman Yağan

The dissemination of fake news intended to deceive people, influence public opinion and manipulate social outcomes, has become a pressing problem on social media. Moreover, information sharing on social media facilitates diffusion of viral…

Social and Information Networks · Computer Science 2020-08-11 Karishma Sharma , Xinran He , Sungyong Seo , Yan Liu

Network-aware cascade size prediction aims to predict the final reposted number of user-generated information via modeling the propagation process in social networks. Estimating the user's reposting probability by social influence, namely…

Social and Information Networks · Computer Science 2022-04-19 Likang Wu , Hao Wang , Enhong Chen , Zhi Li , Hongke Zhao , Jianhui Ma

Citation analysis, as a tool for quantitative studies of science, has long emphasized direct citation relations, leaving indirect or high order citations overlooked. However, a series of early and recent studies demonstrate the existence of…

Social and Information Networks · Computer Science 2020-04-28 Chao Min , Qingyu Chen , Erjia Yan , Yi Bu , Jianjun Sun
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