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Algorithmic effects on social media platforms have come under recent scrutiny, with several studies reporting that right-leaning accounts tend to receive more exposure. In this paper, we expand upon this body of work using data collected…

社会与信息网络 · 计算机科学 2026-03-19 Alexandros Efstratiou , Kayla Duskin , Kate Starbird , Emma Spiro

The presence of political misinformation and ideological echo chambers on social media platforms is concerning given the important role that these sites play in the public's exposure to news and current events. Algorithmic systems employed…

社会与信息网络 · 计算机科学 2024-04-10 Kayla Duskin , Joseph S. Schafer , Jevin D. West , Emma S. Spiro

In recent years, the opaque design and the limited public understanding of social networks' recommendation algorithms have raised concerns about potential manipulation of information exposure. Reducing content visibility, aka shadow…

社会与信息网络 · 计算机科学 2025-09-10 Alessandro Galeazzi , Pujan Paudel , Mauro Conti , Emiliano De Cristofaro , Gianluca Stringhini

Social media platforms shape users' experiences through the algorithmic systems they deploy. In this study, we examine to what extent Twitter's content recommender, in conjunction with a user's social network, impacts the topic, political…

社会与信息网络 · 计算机科学 2025-09-15 Kayla Duskin , Joseph S. Schafer , Alexandros Efstratiou , Jevin D. West , Emma S. Spiro

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…

社会与信息网络 · 计算机科学 2021-12-02 Federico Cinus , Marco Minici , Corrado Monti , Francesco Bonchi

The global infrastructure of the Web, designed as an open and transparent system, has a significant impact on our society. However, algorithmic systems of corporate entities that neglect those principles increasingly populated the Web.…

人机交互 · 计算机科学 2020-09-22 Jesse Josua Benjamin , Claudia Müller-Birn , Simon Razniewski

Social media broadly refers to digital platforms and applications that simulate social interactions online. This study investigates the impact of social media platforms and their algorithms on political interest among users. As social media…

社会与信息网络 · 计算机科学 2025-07-04 Waseq Billah

Approximately 50% of tweets in X's user timelines are personalized recommendations from accounts they do not follow. This raises a critical question: What political content are users exposed to beyond their established networks, and what…

社会与信息网络 · 计算机科学 2025-05-15 Jinyi Ye , Luca Luceri , Emilio Ferrara

Modern technology has drastically changed the way we interact and consume information. For example, online social platforms allow for seamless communication exchanges at an unprecedented scale. However, we are still bounded by cognitive and…

物理与社会 · 物理学 2018-11-09 Nicola Perra , Luis E C Rocha

Community Notes are emerging as an important option for content moderation. The Community Notes system pioneered by Twitter, now known as X, uses a bridging algorithm to identify user-generated context with upvotes across political divides,…

社会与信息网络 · 计算机科学 2025-10-02 Zahra Arjmandi-Lari , Alexios Mantzarlis , Tom Stafford

In micro-blogging platforms, people connect and interact with others. However, due to cognitive biases, they tend to interact with like-minded people and read agreeable information only. Many efforts to make people connect with those who…

人机交互 · 计算机科学 2016-01-05 Eduardo Graells-Garrido , Mounia Lalmas , Ricardo Baeza-Yates

Recommendation systems are widely used in web services, such as social networks and e-commerce platforms, to serve personalized content to the users and, thus, enhance their experience. While personalization assists users in navigating…

社会与信息网络 · 计算机科学 2023-12-08 Nicolas Lanzetti , Florian Dörfler , Nicolò Pagan

Recommender systems are highly prevalent in the modern world due to their value to both users and platforms and services that employ them. Generally, they can improve the user experience and help to increase satisfaction, but they do not…

机器学习 · 计算机科学 2022-03-22 Matthew Sparr

Social media have been fundamental in the daily lives of millions of people, but they have raised concerns about content moderation policies, the management of personal data, and their commercial exploitation. The acquisition of Twitter…

社会与信息网络 · 计算机科学 2025-08-26 Simón Peña-Fernández , Ainara Larrondo-Ureta , Jordi Morales-i-Gras

AI-based social media platforms has already transformed the nature of economic and social interaction. AI enables the massive scale and highly personalized nature of online information sharing that we now take for granted. Extensive…

多智能体系统 · 计算机科学 2024-12-02 Atrisha Sarkar , Gillian K. Hadfield

Optimizing outcomes for multiple stakeholders in recommender systems has historically focused on algorithmic interventions, such as developing multi-objective models or re-ranking results from existing algorithms. However, structural…

信息检索 · 计算机科学 2026-04-24 Anas Buhayh , Elizabeth McKinnie , Clement Canel , Robin Burke

In this paper, the effect on collective opinions of filtering algorithms managed by social network platforms is modeled and investigated. A stochastic multi-agent model for opinion dynamics is proposed, that accounts for a centralized…

社会与信息网络 · 计算机科学 2018-07-10 P. Bolzern , P. Colaneri , G. De Nicolao

As the last few years have seen an increase in online hostility and polarization both, we need to move beyond the fack-checking reflex or the praise for better moderation on social networking sites (SNS) and investigate their impact on…

离散数学 · 计算机科学 2023-03-28 David Chavalarias , Paul Bouchaud , Maziyar Panahi

Artificial intelligence (AI)-powered recommender systems play a crucial role in determining the content that users are exposed to on social media platforms. However, the behavioural patterns of these systems are often opaque, complicating…

社会与信息网络 · 计算机科学 2023-09-20 Giulio Corsi

Individuals of modern societies share ideas and participate in collective processes within a pervasive, variable, and mostly hidden ecosystem of content filtering technologies that determine what information we see online. Despite the…

物理与社会 · 物理学 2022-10-28 Antonio F. Peralta , Matteo Neri , János Kertész , Gerardo Iñiguez
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