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This thesis addresses two paradoxes: (1) why empirical studies find that fake news represent only a small share of the information consulted and shared on social media despite the absence of editorial control or journalistic norms, and (2)…

Computation and Language · Computer Science 2025-11-25 Manon Berriche

Recent advancements have showcased the capabilities of Large Language Models like GPT4 and Llama2 in tasks such as summarization, translation, and content review. However, their widespread use raises concerns, particularly around the…

Artificial Intelligence · Computer Science 2024-09-25 Tony Ma

Estimating the political leanings of social media users is a challenging and ever more pressing problem given the increase in social media consumption. We introduce Retweet-BERT, a simple and scalable model to estimate the political…

Social and Information Networks · Computer Science 2023-04-10 Julie Jiang , Xiang Ren , Emilio Ferrara

Social media has brought a revolution on how people are consuming news. Beyond the undoubtedly large number of advantages brought by social-media platforms, a point of criticism has been the creation of echo chambers and filter bubbles,…

Social and Information Networks · Computer Science 2018-01-08 Kiran Garimella , Aristides Gionis , Nikos Parotsidis , Nikolaj Tatti

Social platforms such as Gab and Parler, branded as `free-speech' networks, have seen a significant growth of their user base in recent years. This popularity is mainly attributed to the stricter moderation enforced by mainstream platforms…

Social and Information Networks · Computer Science 2022-01-31 Abraham Israeli , Oren Tsur

The profusion of user generated content caused by the rise of social media platforms has enabled a surge in research relating to fields such as information retrieval, recommender systems, data mining and machine learning. However, the lack…

Social and Information Networks · Computer Science 2018-01-23 Nuno Moniz , Luís Torgo

Recommender systems increasingly suffer from echo chambers and user homogenization, systemic distortions arising from the dynamic interplay between algorithmic recommendations and human behavior. While prior work has studied these phenomena…

Social and Information Networks · Computer Science 2025-08-18 Ming Tang , Xiaowen Huang , Jitao Sang

Political polarisation on structured discussion platforms such as Reddit differs fundamentally from that on broadcast platforms such as Twitter/X, yet most prior work targets the latter. We present an end-to-end framework for measuring and…

Computers and Society · Computer Science 2026-03-10 Marian-Andrei Rizoiu , Duy Khuu , Andrew Law , Christine Largeron

Today, social media provide the means by which billions of people experience news and events happening around the world. However, the absence of traditional journalistic gatekeeping allows information to flow unencumbered through these…

Social and Information Networks · Computer Science 2017-01-02 Tanushree Mitra , Graham Wright , Eric Gilbert

It has been a widely shared concern that social media reinforces echo chambers of like-minded users and exacerbate political polarization. While fostering interactions across party lines is recognized as an important strategy to break echo…

Social and Information Networks · Computer Science 2024-10-08 Yan Xia , Corrado Monti , Barbara Keller , Mikko Kivelä

Polarization and echo chambers are often studied in the context of explicitly political events such as elections, and little scholarship has examined the mixing of political groups in non-political contexts. A major obstacle to studying…

Social and Information Networks · Computer Science 2022-08-12 Ahmet Kurnaz , Scott A. Hale

The effects of social media on critical issues, such as polarization and misinformation, are under scrutiny due to the disruptive consequences that these phenomena can have on our societies. Among the algorithms routinely used by social…

Social and Information Networks · Computer Science 2021-12-02 Federico Cinus , Marco Minici , Corrado Monti , Francesco Bonchi

In social networks, users often engage with like-minded peers. This selective exposure to opinions might result in echo chambers, i.e., political fragmentation and social polarization of user interactions. When echo chambers form, opinions…

Physics and Society · Physics 2022-03-22 Christopher Brian Currin , Sebastián Vallejo Vera , Ali Khaledi-Nasab

There is a large amount of interest in understanding users of social media in order to predict their behavior in this space. Despite this interest, user predictability in social media is not well-understood. To examine this question, we…

Social and Information Networks · Computer Science 2013-08-27 David Darmon , Jared Sylvester , Michelle Girvan , William Rand

In social sciences, simulating opinion dynamics to study the interplay between homophily and influence, and the subsequent formation of echo chambers, is of great importance. As such, in this paper we investigate echo chambers by…

Multiagent Systems · Computer Science 2022-06-22 Omar Malik , James Flamino , Boleslaw K. Szymanski

In recent years, malicious information had an explosive growth in social media, with serious social and political backlashes. Recent important studies, featuring large-scale analyses, have produced deeper knowledge about this phenomenon,…

Social and Information Networks · Computer Science 2020-01-29 Francesco Pierri , Carlo Piccardi , Stefano Ceri

Social media has become an important venue for diverse groups to share information, discuss political issues, and organize social movements. Recent scholarship has shown that the social media ecosystem can affect political thinking and…

Social and Information Networks · Computer Science 2020-07-21 Nga Than , Maria Y. Rodriguez , Diane Yoong , Friederike Windel

Characterising the spreading of ideas within echo chambers is essential for understanding polarisation. In this paper, we explore the characteristics of popular and viral content in climate change discussions on Twitter around the 2019…

Social and Information Networks · Computer Science 2021-08-31 Yan Xia , Ted Hsuan Yun Chen , Mikko Kivelä

Social media is often blamed for the creation of echo chambers. However, these claims fail to consider the prevalence of offline echo chambers resulting from high levels of partisan segregation in the United States. Our article empirically…

Social and Information Networks · Computer Science 2025-12-12 Megan A. Brown , Tiago Ventura , Joshua A. Tucker , Jonathan Nagler

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
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