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Related papers: Rationally Inattentive Echo Chambers

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When learning from others, people tend to focus their attention on those with similar views. This is often attributed to flawed reasoning, and thought to slow learning and polarize beliefs. However, we show that echo chambers are a rational…

Theoretical Economics · Economics 2025-06-10 Gabriel Martinez , Nicholas H. Tenev

Echo chamber effects in social networks are generally attributed to the prevalence of interactions among like-minded peers. However, recent evidence has emphasized the role of hostile interactions between opposite-minded groups. We…

Physics and Society · Physics 2025-02-06 Antoine Vendeville , Fernando Diaz-Diaz

The theory of echo chambers, which suggests that online political discussions take place in conditions of ideological homogeneity, has recently gained popularity as an explanation for patterns of political polarization and radicalization…

Social and Information Networks · Computer Science 2020-01-31 Jonathan Bright , Nahema Marchal , Bharath Ganesh , Stevan Rudinac

In the era of social media, people frequently share their own opinions online on various issues and also in the way, get exposed to others' opinions. Be it for selective exposure of news feed recommendation algorithms or our own inclination…

Social and Information Networks · Computer Science 2023-04-24 Prithwish Jana , Romit Roy Choudhury , Niloy Ganguly

Echo chambers on social media are a significant problem that can elicit a number of negative consequences, most recently affecting the response to COVID-19. Echo chambers promote conspiracy theories about the virus and are found to be…

Social and Information Networks · Computer Science 2021-12-10 Faisal Alatawi , Lu Cheng , Anique Tahir , Mansooreh Karami , Bohan Jiang , Tyler Black , Huan Liu

I study how strategic communication among voters shapes both political outcomes and parties' advertising strategies in a model of informative campaign advertising. Two main results are derived. First, echo chambers arise endogenously.…

Theoretical Economics · Economics 2021-04-13 Monica Anna Giovanniello

While social media make it easy to connect with and access information from anyone, they also facilitate basic influence and unfriending mechanisms that may lead to segregated and polarized clusters known as "echo chambers." Here we study…

Computers and Society · Computer Science 2026-05-19 Kazutoshi Sasahara , Wen Chen , Hao Peng , Giovanni Luca Ciampaglia , Alessandro Flammini , Filippo Menczer

We consider a decision maker (DM) who, before taking an action, seeks information by allocating her limited attention dynamically over different news sources that are biased toward alternative actions. Endogenous choice of information…

Optimization and Control · Mathematics 2019-01-07 Yeon-Koo Che , Konrad Mierendorff

The landscape of information has experienced significant transformations with the rapid expansion of the internet and the emergence of online social networks. Initially, there was optimism that these platforms would encourage a culture of…

Social and Information Networks · Computer Science 2023-09-27 Mathias-Felipe de-Lima-Santos , Wilson Ceron

Echo chambers may exclude social media users from being exposed to other opinions, therefore, can cause rampant negative effects. Among abundant evidence are the 2016 and 2020 US presidential elections conspiracy theories and polarization,…

Social and Information Networks · Computer Science 2021-08-13 Bohan Jiang , Mansooreh Karami , Lu Cheng , Tyler Black , Huan Liu

Collective decision-making arises from individual agents integrating their own personal observations with information obtained from social partners. In many biological systems that exhibit collective decision-making, the process by which…

Quantitative Methods · Quantitative Biology 2026-04-28 Ling-Wei Kong , Naomi Ehrich Leonard , Andrew M. Hein

We study how information transmission biases arise by the interplay between the structural properties of the network and the dynamics of the information in synthetic scale-free homophilic/heterophilic networks. We provide simple…

Physics and Society · Physics 2022-03-21 Fernando Diaz-Diaz , Maxi San Miguel , Sandro Meloni

Synergy between evolutionary dynamics of cooperation and fluctuating state of shared resource being consumed by the cooperators is essential for averting the tragedy of the commons. Not only in humans, but also in the cognitively-limited…

Populations and Evolution · Quantitative Biology 2025-12-05 Samrat Sohel Mondal , Sagar Chakraborty

Modern political interaction is characterized by strong partisanship and a lack of interest in information sharing and agreement across party lines. It remains largely unclear how such partisan echo chambers arise and how they coevolve with…

Physics and Society · Physics 2018-07-04 Tucker Evans , Feng Fu

This systematic review synthesizes research on echo chambers and filter bubbles to explore the reasons behind dissent regarding their existence, antecedents, and effects. It provides a taxonomy of conceptualizations and operationalizations,…

Social and Information Networks · Computer Science 2025-02-19 David Hartmann , Sonja Mei Wang , Lena Pohlmann , Bettina Berendt

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

Neural networks often learn spurious correlations when exposed to biased training data, leading to poor performance on out-of-distribution data. A biased dataset can be divided, according to biased features, into bias-aligned samples (i.e.,…

Machine Learning · Computer Science 2023-08-17 Rui Hu , Yahan Tu , Jitao Sang

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

This study investigates echo chambers in social networks through an analysis of Twitter news accounts. Utilizing bias labels from the AllSides website, we construct a dataset representing six dimensions of news bias. Through manual…

Social and Information Networks · Computer Science 2024-04-25 Wen Yang

The wide availability of user-provided content in online social media facilitates the aggregation of people around common interests, worldviews, and narratives. Despite the enthusiastic rhetoric on the part of some that this process…

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