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News sharing on social networks reveals how information disseminates among users. This process, constrained by user preferences and social ties, plays a key role in the formation of public opinion. In this work we study news sharing of main…

Physics and Society · Physics 2022-06-22 Tomas Cicchini , Sofia Morena del Pozo , Enzo Tagliazucchi , Pablo Balenzuela

We investigate the dynamics of opinion formation on social networking platforms, focusing on how individual opinions, influenced by both social connections and platform algorithms, evolve. We model this process using a differential…

Social and Information Networks · Computer Science 2024-10-15 Hind AlMahmoud , Frederik Mallmann-trenn

While exposure to diverse viewpoints may reduce polarization, it can also have a backfire effect and exacerbate polarization when the discussion is adversarial. Here, we examine the question whether intergroup interactions around important…

Social and Information Networks · Computer Science 2024-08-21 Rochana Chaturvedi , Sugat Chaturvedi , Elena Zheleva

Politics in different countries show diverse degrees of polarization, which tends to be stronger on social media, given how easy it became to connect and engage with like-minded individuals on the web. A way of reducing polarization would…

Social and Information Networks · Computer Science 2022-07-11 Jordan K Kobellarz , Milos Brocic , Alexandre R Graeml , Daniel Silver , Thiago H Silva

Unlike traditional media, online news platforms allow users to consume content that suits their tastes and to facilitate interactions with other people. However, as more personalized consumption of information and interaction with…

Social and Information Networks · Computer Science 2025-10-21 Byunghwee Lee , Hyo-sun Ryu , Jae Kook Lee , Hawoong Jeong , Beom Jun Kim

Modeling information cascades in a social network through the lenses of the ideological leaning of its users can help understanding phenomena such as misinformation propagation and confirmation bias, and devising techniques for mitigating…

Social and Information Networks · Computer Science 2021-09-29 Corrado Monti , Giuseppe Manco , Cigdem Aslay , Francesco Bonchi

In an era marked by an abundance of news sources, access to information significantly influences public opinion. Notably, the bias of news sources often serves as an indicator of individuals' political leanings. This study explores this…

Social and Information Networks · Computer Science 2024-10-16 Sofía M del Pozo , Sebastián Pinto , Matteo Serafino , Federico Moss , Tomás Cicchini , Hernán A Makse , Pablo Balenzuela

We investigate the polarization of the German Twittersphere by extracting the main issues discussed and the signaled opinions of users towards those issues based on (re)tweets concerning trending topics. The dataset covers daily trending…

Social and Information Networks · Computer Science 2025-05-21 Armin Pournaki , Felix Gaisbauer , Eckehard Olbrich

Social media platforms heavily changed how users consume and digest information and, thus, how the popularity of topics evolves. In this paper, we explore the interplay between the virality of controversial topics and how they may trigger…

Social and Information Networks · Computer Science 2023-07-19 Gabriele Etta , Emanuele Sangiorgio , Niccolò Di Marco , Michele Avalle , Antonio Scala , Matteo Cinelli , Walter Quattrociocchi

This paper studies the dynamics of opinion formation and polarization in social media. We investigate whether users' stance concerning contentious subjects is influenced by the online discussions they are exposed to and interactions with…

Social and Information Networks · Computer Science 2021-10-29 Christine Largeron , Andrei Mardale , Marian-Andrei Rizoiu

We examine partisan differences in the behavior, communication patterns and social interactions of more than 18,000 politically-active Twitter users to produce evidence that points to changing levels of partisan engagement with the American…

Social and Information Networks · Computer Science 2012-06-20 Michael D. Conover , Bruno Gonçalves , Alessandro Flammini , Filippo Menczer

The advent of WWW changed the way we can produce and access information. Recent studies showed that users tend to select information that is consistent with their system of beliefs, forming polarized groups of like-minded people around…

Social and Information Networks · Computer Science 2018-05-22 Ana Lucía Schmidt , Fabiana Zollo , Antonio Scala , Walter Quattrociocchi

Polarization is a troubling phenomenon that can lead to societal divisions and hurt the democratic process. It is therefore important to develop methods to reduce it. We propose an algorithmic solution to the problem of reducing…

Social and Information Networks · Computer Science 2017-05-19 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Polarization is an increasingly worrying phenomenon within social media. Recent work has made it possible to detect and even quantify polarization. Nevertheless, the few existing metrics, although defined in a continuous space, often lead…

Social and Information Networks · Computer Science 2023-06-02 Celina Treuillier , Sylvain Castagnos , Armelle Brun

Studying political activity on social media often requires defining and measuring political stances of users or content. Relevant examples include the study of opinion polarization, or the study of political diversity in online content…

Despite Facebook's central role in American civic life, a clear, evidence-based understanding of users' long-term information environments has remained elusive, hindering assessments of the platform's societal impact. This study addresses…

Social and Information Networks · Computer Science 2026-05-06 S M Mehedi Zaman , Joao Couto , Kiran Garimella

Nowadays users get informed and shape their opinion through social media. However, the disintermediated access to contents does not guarantee quality of information. Selective exposure and confirmation bias, indeed, have been shown to play…

Social and Information Networks · Computer Science 2016-10-24 Michela Del Vicario , Fabiana Zollo , Guido Caldarelli , Antonio Scala , Walter Quattrociocchi

Understanding political polarization on social platforms is important as public opinions may become increasingly extreme when they are circulated in homogeneous communities, thus potentially causing damage in the real world. Automatically…

Social and Information Networks · Computer Science 2022-07-13 Hanjia Lyu , Jiebo Luo

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

As civil discourse increasingly takes place online, misinformation and the polarization of news shared in online communities have become ever more relevant concerns with real world harms across our society. Studying online news sharing at…

Computers and Society · Computer Science 2022-05-11 Galen Weld , Maria Glenski , Tim Althoff