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The proliferation of harmful content shared online poses a threat to online information integrity and the integrity of discussion across platforms. Despite various moderation interventions adopted by social media platforms, researchers and…

社会与信息网络 · 计算机科学 2023-04-07 Valerio La Gatta , Luca Luceri , Francesco Fabbri , Emilio Ferrara

Do online platforms facilitate the consumption of potentially harmful content? Using paired behavioral and survey data provided by participants recruited from a representative sample in 2020 (n=1,181), we show that exposure to alternative…

社会与信息网络 · 计算机科学 2023-04-04 Annie Y. Chen , Brendan Nyhan , Jason Reifler , Ronald E. Robertson , Christo Wilson

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…

人机交互 · 计算机科学 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

Conspiracy theories have flourished on social media, raising concerns that such content is fueling the spread of disinformation, supporting extremist ideologies, and in some cases, leading to violence. Under increased scrutiny and pressure…

计算机与社会 · 计算机科学 2020-03-09 Marc Faddoul , Guillaume Chaslot , Hany Farid

YouTube has revolutionized the way people discover and consume video. Although YouTube facilitates easy access to hundreds of well-produced and trustworthy videos, abhorrent, misinformative, and mistargeted content is also common. The…

计算机与社会 · 计算机科学 2021-05-21 Kostantinos Papadamou

With the 2022 US midterm elections approaching, conspiratorial claims about the 2020 presidential elections continue to threaten users' trust in the electoral process. To regulate election misinformation, YouTube introduced policies to…

计算机与社会 · 计算机科学 2023-02-16 Prerna Juneja , Md Momen Bhuiyan , Tanushree Mitra

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…

计算机与社会 · 计算机科学 2023-04-12 Shaoyi Liaw , Fan Huang , Fabricio Benevenuto , Haewoon Kwak , Jisun An

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…

社会与信息网络 · 计算机科学 2016-02-23 Adiya Abisheva , Venkata Rama Kiran Garimella , David Garcia , Ingmar Weber

The Internet has become an essential part of children's and adolescents' daily life. Social media platforms are used as educational and entertainment resources on daily bases by young users, leading enormous efforts to ensure their safety…

社会与信息网络 · 计算机科学 2020-09-18 Sultan Alshamrani , Ahmed Abusnaina , David Mohaisen

The growing popularity of short-form video content, such as YouTube Shorts, has transformed user engagement on digital platforms, raising critical questions about the role of recommendation algorithms in shaping user experiences. These…

信息检索 · 计算机科学 2025-07-30 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

YouTube is a popular video platform for sharing creative content and ideas, targeting different demographics. Adults, older children, and young children are all avid viewers of YouTube videos. Meanwhile, countless young-kid-oriented…

This paper contributes to the ongoing discussions on the scholarly access to social media data, discussing a case where this access is barred despite its value for understanding and countering online disinformation and despite the absence…

社会与信息网络 · 计算机科学 2022-10-04 Maria Castaldo , Paolo Frasca , Tommaso Venturini , Floriana Gargiulo

Inappropriate and profane content on social media is exponentially increasing and big corporations are becoming more aware of the type of content on which they are advertising and how it may affect their brand reputation. But with a huge…

机器学习 · 计算机科学 2019-11-20 Vishal Anand , Ravi Shukla , Ashwani Gupta , Abhishek Kumar

YouTube has rapidly emerged as a predominant platform for content consumption, effectively displacing conventional media such as television and news outlets. A part of the enormous video stream uploaded to this platform includes…

计算机与社会 · 计算机科学 2025-07-11 Yelena Mejova , Michele Tizzani

YouTube has today become the primary news source for many users, which raises concerns about the role its recommendation algorithm can play in the spread of misinformation and political polarization. Prior work in this area has mainly…

计算机与社会 · 计算机科学 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

The role played by YouTube's recommendation algorithm in unwittingly promoting misinformation and conspiracy theories is not entirely understood. Yet, this can have dire real-world consequences, especially when pseudoscientific content is…

YouTube introduced the Shorts video format in 2021, allowing users to upload short videos that are prominently displayed on its website and app. Despite having such a large visual footprint, there are no studies to date that have looked at…

社会与信息网络 · 计算机科学 2024-03-04 Caroline Violot , Tuğrulcan Elmas , Igor Bilogrevic , Mathias Humbert

On July 1, 2025, YouTube retired its decade-long public "Trending" pages, ending platform-curated, non-personalized video discovery. The Trending list had long served as a vital lens into algorithmic influence, cultural diffusion, and…

社会与信息网络 · 计算机科学 2025-10-29 Alexandre Goncalves , Yee Man Margaret Ng

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…

社会与信息网络 · 计算机科学 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

YouTube is one of the most popular platforms for streaming of user-generated video. Nowadays, professional YouTubers are organized in so called multi-channel networks (MCNs). These networks offer services such as brand deals, equipment, and…

计算机视觉与模式识别 · 计算机科学 2018-05-08 Christian Koch , Moritz Lode , Denny Stohr , Amr Rizk , Ralf Steinmetz
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