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Related papers: Investigating Algorithmic Bias in YouTube Shorts

200 papers

Consumption of YouTube news videos significantly shapes public opinion and political narratives. While prior works have studied the longitudinal dissemination dynamics of YouTube News videos across extended periods, limited attention has…

Social and Information Networks · Computer Science 2025-07-30 Anahit Sargsyan , Hridoy Sankar Dutta , Juergen Pfeffer

Understanding how media rhetoric shapes audience engagement is crucial in the attention economy. This study examines how moral emotional framing by mainstream news channels on YouTube influences user behavior across Korea and the United…

Computers and Society · Computer Science 2026-02-02 Seongchan Park , Jaehong Kim , Hyeonseung Kim , Heejin Bin , Sue Moon , Wonjae Lee

Media bias significantly shapes public perception by reinforcing stereotypes and exacerbating societal divisions. Prior research has often focused on isolated media bias dimensions such as \textit{political bias} or \textit{racial bias},…

Social and Information Networks · Computer Science 2024-08-29 Yifan Liu , Yike Li , Dong Wang

We combine user-centric Twitter data with video-centric YouTube data to analyze who watches and shares what on YouTube. Combination of two data sets, with 87k Twitter users, 5.6mln YouTube videos and 15mln video sharing events, allows rich…

Social and Information Networks · Computer Science 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

Computers and Society · Computer Science 2024-06-25 Xinyan Zhao , Chau-Wai Wong

YouTube Shorts, a new section launched by YouTube in 2021, is a direct competitor to short video platforms like TikTok. It reflects the rising demand for short video content among online users. Social media platforms are often flooded with…

Social and Information Networks · Computer Science 2024-10-28 Qinglan Wei , Yaqi Zhou , Longhui Xiao , Yuan Zhang

The presidential elections in the United States on 3 November 2020 have caused extensive discussions on social media. A part of the content on US elections is organic, coming from users discussing their opinions of the candidates, political…

Social and Information Networks · Computer Science 2023-05-29 Alexander Shevtsov , Maria Oikonomidou , Despoina Antonakaki , Polyvios Pratikakis , Sotiris Ioannidis

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…

Social and Information Networks · Computer Science 2025-09-10 Alessandro Galeazzi , Pujan Paudel , Mauro Conti , Emiliano De Cristofaro , Gianluca Stringhini

With the continuous increase of internet usage in todays time, everyone is influenced by this source of the power of technology. Due to this, the rise of applications and games Is unstoppable. A major percentage of our population uses these…

Information Retrieval · Computer Science 2022-11-22 Vandit Gupta , Akshit Diwan , Chaitanya Chadha , Ashish Khanna , Deepak Gupta

Climate change poses a global threat to public health, food security, and economic stability. Addressing it requires evidence-based policies and a nuanced understanding of how the threat is perceived by the public, particularly within…

Social and Information Networks · Computer Science 2026-04-09 Wenchao Dong , Marcelo S. Locatelli , Virgilio Almeida , Meeyoung Cha

The pervasive rise of digital platforms has reshaped how individuals engage with information, with algorithms and peer influence playing pivotal roles in these processes. This study investigates the effects of algorithmic curation and peer…

General Economics · Economics 2025-03-26 Shan Huang , Yi Ji , Leyu Lin

In the digital environment, human attention is frequently guided by cognitive heuristics rather than deliberate evaluation. Since low-credibility narratives often lack substantive factual evidence, their diffusion disproportionally relies…

Social and Information Networks · Computer Science 2026-05-07 Lynnette Hui Xian Ng , Wenqi Zhou , Kathleen M. Carley

This work focuses on the nature of visibility in societies where the behaviours of humans and algorithms influence each other - termed algorithmically infused societies. We propose a quantitative measure of visibility, with implications and…

Social and Information Networks · Computer Science 2024-12-09 Shaojing Sun , Zhiyuan Liu , David Waxman

Platforms are increasingly relying on algorithms to curate the content within users' social media feeds. However, the growing prominence of proprietary, algorithmically curated feeds has concealed what factors influence the presentation of…

Human-Computer Interaction · Computer Science 2025-08-11 Jackie Chan , Fred Choi , Koustuv Saha , Eshwar Chandrasekharan

This study examines the influence of Google's search algorithm on news diversity by analyzing search results in Brazil, the UK, and the US. It explores how Google's system preferentially favors a limited number of news outlets. Utilizing…

Computers and Society · Computer Science 2024-11-01 Raphael Hernandes , Giulio Corsi

Video-sharing social media platforms, such as TikTok, YouTube, and Instagram, implement content moderation policies aimed at reducing exposure to harmful videos among minor users. As video has become the dominant and most immersive form of…

If popular online platforms systematically expose their users to partisan and unreliable news, they could potentially contribute to societal issues like rising political polarization. This concern is central to the echo chamber and filter…

Social and Information Networks · Computer Science 2022-09-30 Ronald E. Robertson , Jon Green , Damian J. Ruck , Katherine Ognyanova , Christo Wilson , David Lazer

The Quality of Experience (QoE) is the users satisfaction while streaming a video session over an over-the-top (OTT) platform like YouTube. QoE of YouTube reflects the smooth streaming session without any buffering and quality shift events.…

Multimedia · Computer Science 2025-08-26 Raza Ul Mustafa , Sesha Dassanayake , Noman Ashraf

The role of recommendation algorithms in online user confinement is at the heart of a fast-growing literature. Recent empirical studies generally suggest that filter bubbles may principally be observed in the case of explicit recommendation…

Social and Information Networks · Computer Science 2020-04-27 Camille Roth , Antoine Mazières , Telmo Menezes

Recommendation algorithms (RS) used by social media, like YouTube, significantly shape our information consumption across various domains, especially in healthcare. Hence, algorithmic auditing becomes crucial to uncover their potential bias…

Social and Information Networks · Computer Science 2024-04-12 Mohammed Lahsaini , Mohamed Lechiakh , Alexandre Maurer