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In January 2019, YouTube announced it would exclude potentially harmful content from video recommendations but allow such videos to remain on the platform. While this step intends to reduce YouTube's role in propagating such content,…

Social and Information Networks · Computer Science 2021-04-26 Cody Buntain , Richard Bonneau , Jonathan Nagler , Joshua A. Tucker

YouTube is a major social media platform that plays a significant role in digital culture, with content creators at its core. These creators often engage in controversial behaviour to drive engagement, which can foster toxicity. This paper…

Computers and Society · Computer Science 2024-08-02 Thales Bertaglia , Catalina Goanta , Adriana Iamnitchi

Conspiracy theories are widely propagated on social media. Among various social media services, YouTube is one of the most influential sources of news and entertainment. This paper seeks to develop a dataset, YOUNICON, to enable researchers…

Computers and Society · Computer Science 2023-04-12 Shaoyi Liaw , Fan Huang , Fabricio Benevenuto , Haewoon Kwak , Jisun An

This paper proposes a new prediction process to explain and predict popularity evolution of YouTube videos. We exploit our recent study on the classification of YouTube videos in order to predict the evolution of videos' view-count. This…

Social and Information Networks · Computer Science 2015-07-31 Cedric Richier , Rachid Elazouzi , Tania Jimenez , Eitan Altman , Georges Linares

As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000…

Social and Information Networks · Computer Science 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

With YouTube's growing importance as a news platform, its recommendation system came under increased scrutiny. Recognizing YouTube's recommendation system as a broadcaster of media, we explore the applicability of laws that require…

Human-Computer Interaction · Computer Science 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

This paper critically audits the search endpoint of YouTube's Data API (v3), a common tool for academic research. Through systematic weekly searches over six months using eleven queries, we identify major limitations regarding completeness,…

Information Retrieval · Computer Science 2025-11-25 Bernhard Rieder , Adrian Padilla , Oscar Coromina

This paper investigates the cryptocurrency giveaway scam with the YouTube live stream carried out on 5/15/2022 and 5/16/2022. In this scam scheme, the scammer plays a recorded video of a famous person in a YouTube live stream annotated with…

Cryptography and Security · Computer Science 2023-02-01 Iman Vakilinia

Students are increasingly using online materials to learn new subjects or to supplement their learning process in educational institutions. Issues regarding gender bias have been raised in the context of formal education and some measures…

Information Retrieval · Computer Science 2022-06-22 Gizem Gezici , Yucel Saygin

YouTube (http://www.youtube.com) is an online, public-access video-sharing site that allows users to post short streaming-video submissions for open viewing. Along with Google, MySpace, Facebook, etc. it is one of the great success stories…

Physics Education · Physics 2008-08-27 A. P. Micolich

YouTube Kids (YTK) is one of the most popular kids' applications used by millions of kids daily. However, various studies have highlighted concerns about the videos on the platform, like the over-presence of entertaining and commercial…

Computers and Society · Computer Science 2024-02-07 Sumeet Kumar , Mallikarjuna T. , Ashiqur Khudabukhsh

The prevalence of short form video platforms, combined with the ineffectiveness of age verification mechanisms, raises concerns about the potential harms facing children and teenagers in an algorithm-moderated online environment. We…

Computers and Society · Computer Science 2026-05-27 Haoning Xue , Brian Nishimine , Martin Hilbert , Drew Cingel , Samantha Vigil , Jane Shawcroft , Arti Thakur , Zubair Shafiq , Jingwen Zhang

YouTube is central to contemporary mass media. However, the official YouTube API does not provide access to the full set of creators or creator metadata on the platform. This lack of basic visibility into the YouTube ecosystem hinders…

Social and Information Networks · Computer Science 2026-05-11 Chloe Eggleston , Abram Handler , Maria Leonor Pacheco

Video dissemination through sites such as YouTube can have widespread impacts on opinions, thoughts, and cultures. Not all videos will reach the same popularity and have the same impact. Popularity differences arise not only because of…

Social and Information Networks · Computer Science 2013-11-27 Youmna Borghol , Sebastien Ardon , Niklas Carlsson , Derek Eager , Anirban Mahanti

AI-manipulated videos, commonly known as deepfakes, are an emerging problem. Recently, researchers in academia and industry have contributed several (self-created) benchmark deepfake datasets, and deepfake detection algorithms. However,…

Cryptography and Security · Computer Science 2021-03-12 Jiameng Pu , Neal Mangaokar , Lauren Kelly , Parantapa Bhattacharya , Kavya Sundaram , Mobin Javed , Bolun Wang , Bimal Viswanath

In this paper we present a near-complete dataset of over 3M videos from 61K channels over 2.5 years (June 2019 to December 2021) from the social video hosting platform BitChute, a commonly used alternative to YouTube. Additionally, we…

Social and Information Networks · Computer Science 2022-02-14 Milo Trujillo , Maurício Gruppi , Cody Buntain , Benjamin D. Horne

Video-sharing social media like YouTube provide access to diverse cultural products from all over the world, making it possible to test theories that the Web facilitates global cultural convergence. Drawing on a daily listing of YouTube's…

Social and Information Networks · Computer Science 2017-05-26 Minsu Park , Jaram Park , Young Min Baek , Michael Macy

Suicide remains a leading cause of death in Western countries. As social media becomes central to daily life, digital footprints offer valuable insight into suicidal behavior. Focusing on individuals who attempted suicide while uploading…

Computation and Language · Computer Science 2025-12-05 Ilanit Sobol , Shir Lissak , Refael Tikochinski , Tal Nakash , Anat Brunstein Klomek , Eyal Fruchter , Roi Reichart

In today's digital age, concerns about online security and privacy have become paramount. However, addressing these issues can be difficult, especially within the context of family relationships, wherein parents and children may have…

Social and Information Networks · Computer Science 2024-02-06 Ran Elgedawy , John Sadik , Anuj Gautam , Trinity Bissahoyo , Christopher Childress , Jacob Leonard , Clay Shubert , Scott Ruoti

Scams are a widespread issue with severe consequences for both victims and perpetrators, but existing data collection is fragmented, precluding global and comparative local understanding. The present study addresses this gap through a…

Computers and Society · Computer Science 2024-07-19 Mo Houtti , Abhishek Roy , Venkata Narsi Reddy Gangula , Ashley Marie Walker
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