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The entertainment-driven nature of social media encourages users to engage with like-minded individuals and consume content aligned with their beliefs, limiting exposure to diverse perspectives. Simultaneously, users migrate between…

Computers and Society · Computer Science 2025-06-05 Edoardo Di Martino , Alessandro Galeazzi , Michele Starnini , Walter Quattrociocchi , Matteo Cinelli

In order to keep up with the demand of curating the deluge of crowd-sourced content, social media platforms leverage user interaction feedback to make decisions about which content to display, highlight, and hide. User interactions such as…

Social and Information Networks · Computer Science 2017-07-04 Maria Glenski , Tim Weninger

Hate speech (HS) erodes the inclusiveness of online users and propagates negativity and division. Counterspeech has been recognized as a way to mitigate the harmful consequences. While some research has investigated the impact of…

Computation and Language · Computer Science 2025-02-17 Xiaoying Song , Sharon Lisseth Perez , Xinchen Yu , Eduardo Blanco , Lingzi Hong

Online social media, periodically serves as a platform for cascading polarizing topics of conversation. The inherent community structure present in online social networks (homophily) and the advent of fringe outlets like Gab have created…

Social and Information Networks · Computer Science 2019-06-12 Arunkumar Bagavathi , Pedram Bashiri , Shannon Reid , Matthew Phillips , Siddharth Krishnan

There appears to be a dilemma between the freedom of expression and protection from the adverse effects of uncivil political expression online. While previous studies have revealed various factors that affect attitudes toward freedom of…

Social and Information Networks · Computer Science 2023-08-31 Kohei Nishi

Social media (i.e., Reddit) users are overloaded with people's opinions when viewing discourses about divisive topics. Traditional user interfaces in such media present those opinions in a linear structure, which can limit users in viewing…

Human-Computer Interaction · Computer Science 2023-04-25 Hayeong Song , Zhengyang Qi , John Stasko , Diyi Yang

While existing works have emphasized how elites shape mass opinion, we ask whether the reverse also holds: do audience reactions on social media actively shape elite behavior? We examine this question through the lens of cross-partisan…

Social and Information Networks · Computer Science 2026-03-24 Ahana Biswas , Yu-Ru Lin

Despite echo chambers in social media have been under considerable scrutiny, general models for their detection and analysis are missing. In this work, we aim to fill this gap by proposing a probabilistic generative model that explains…

Social and Information Networks · Computer Science 2022-08-10 Marco Minici , Federico Cinus , Corrado Monti , Francesco Bonchi , Giuseppe Manco

Toxic and uncivil politics is widely seen as a growing threat to democratic values and governance, yet our understanding of the drivers and evolution of political incivility remains limited. Leveraging a novel dataset of nearly 18 million…

Computation and Language · Computer Science 2025-03-31 Petter Törnberg , Juliana Chueri

Online toxic attacks, such as harassment, trolling, and hate speech have been linked to an increase in offline violence and negative psychological effects on victims. In this paper, we studied the impact of toxicity on users' online…

Social and Information Networks · Computer Science 2022-10-25 Ana Aleksandric , Sayak Saha Roy , Shirin Nilizadeh

In recent years, Online Social Networks have become an important medium for people who suffer from mental disorders to share moments of hardship, and receive emotional and informational support. In this work, we analyze how discussions in…

Machine Learning · Computer Science 2021-07-28 Bárbara Silveira , Henrique S. Silva , Fabricio Murai , Ana Paula Couto da Silva

In this paper, we study the implications of the commonplace assumption that most social media studies make with respect to the nature of message shares (such as retweets) as a predominantly positive interaction. By analyzing two large…

Social and Information Networks · Computer Science 2017-03-14 Pedro Calais Guerra , Roberto C. S. N. P. Souza , Renato M. Assunção , Wagner Meira

A growing body of evidence points to critical vulnerabilities of social media, such as the emergence of partisan echo chambers and the viral spread of misinformation. We show that these vulnerabilities are amplified by abusive behaviors…

Social and Information Networks · Computer Science 2021-10-27 Christopher Torres-Lugo , Kai-Cheng Yang , Filippo Menczer

The intensification of affective polarization worldwide has raised new questions about how social media platforms might be further fracturing an already-divided public sphere. As opposed to ideological polarization, affective polarization…

Social and Information Networks · Computer Science 2021-10-13 Martin Saveski , Nabeel Gillani , Ann Yuan , Prashanth Vijayaraghavan , Deb Roy

Online Mental Health Communities (OMHCs), such as Reddit, have witnessed a surge in popularity as go-to platforms for seeking information and support in managing mental health needs. Platforms like Reddit offer immediate interactions with…

Computation and Language · Computer Science 2023-09-06 Aseem Srivastava , Tanya Gupta , Alison Cerezo , Sarah Peregrine , Lord , Md Shad Akhtar , Tanmoy Chakraborty

The aim of this paper is to present methods to systematically analyze individual and group behavioral patterns observed in community driven discussion platforms like Reddit where users exchange information and views on various topics of…

Social and Information Networks · Computer Science 2018-09-20 Sachin Thukral , Hardik Meisheri , Tushar Kataria , Aman Agarwal , Ishan Verma , Arnab Chatterjee , Lipika Dey

Online platforms face pressure to keep their communities civil and respectful. Thus, the bannings of problematic online communities from mainstream platforms like Reddit and Facebook are often met with enthusiastic public reactions.…

Social and Information Networks · Computer Science 2023-10-25 Giuseppe Russo , Luca Verginer , Manoel Horta Ribeiro , Giona Casiraghi

We explore how the polarization around controversial topics evolves on Twitter - over a long period of time (2011 to 2016), and also as a response to major external events that lead to increased related activity. We find that increased…

Social and Information Networks · Computer Science 2017-03-20 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Ideologically homogeneous online environments - often described as "echo chambers" or "filter bubbles" - are widely seen as drivers of polarization, radicalization, and misinformation. A central debate asks whether such homophily stems…

Social and Information Networks · Computer Science 2025-08-15 Petter Törnberg

Recent studies suggest that social media usage -- while linked to an increased diversity of information and perspectives for users -- has exacerbated user polarization on many issues. A popular theory for this phenomenon centers on the…

Social and Information Networks · Computer Science 2019-06-21 Uthsav Chitra , Christopher Musco