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Much of the research in online moderation focuses on punitive actions. However, emerging research has shown that positive reinforcement is effective at encouraging desirable behavior on online platforms. We extend this research by studying…

Human-Computer Interaction · Computer Science 2024-04-05 Frederick Choi , Charlotte Lambert , Vinay Koshy , Sowmya Pratipati , Tue Do , Eshwar Chandrasekharan

Some social networks provide explicit mechanisms to allocate social rewards such as reputation based on user activity, while the mechanism is more opaque in other networks. Nonetheless, there are always individuals who obtain greater…

Social and Information Networks · Computer Science 2020-03-26 Yuxin Xiao , Adit Krishnan , Hari Sundaram

A hallmark of the attention economy is the competition for the attention of others. Thus people persistently upload content to social media sites, hoping for the highly unlikely outcome of topping the charts and reaching a wide audience.…

Computers and Society · Computer Science 2009-04-06 Fang Wu , Bernardo A. Huberman

In recent years, major social media platforms have implemented increasingly strict moderation policies, resulting in bans and restrictions on conspiracy theory-related content. To circumvent these restrictions, conspiracy theorists are…

Computers and Society · Computer Science 2025-09-16 Vincenzo Imperati , Massimo La Morgia , Alessandro Mei , Alberto Maria Mongardini , Francesco Sassi

The rapid growth of YouTube Shorts, now serving over 2 billion monthly users, reflects a global shift toward short-form video as a dominant mode of online content consumption. This study investigates algorithmic bias in YouTube Shorts'…

Social and Information Networks · Computer Science 2025-07-08 Mert Can Cakmak , Nitin Agarwal , Diwash Poudel

YouTube presents an unprecedented opportunity to explore how machine learning methods can improve healthcare information dissemination. We propose an interdisciplinary lens that synthesizes machine learning methods with healthcare…

Computer Vision and Pattern Recognition · Computer Science 2018-07-10 Xiao Liu , Bin Zhang , Anjana Susarla , Rema Padman

With billions of users and an immense volume of daily uploads, YouTube has become an attractive target for cybercriminals aiming to leverage its vast audience. The platform's openness and trustworthiness provide an ideal environment for…

Cryptography and Security · Computer Science 2025-07-24 Iman Vakilinia

Deaf and Hard-of-Hearing (DHH) audiences have long complained about caption qualities for many online videos created by individual content creators on video-sharing platforms (e.g., YouTube). However, there lack explorations of practices,…

Human-Computer Interaction · Computer Science 2022-12-13 Franklin Mingzhe Li , Cheng Lu , Zhicong Lu , Patrick Carrington , Khai N. Truong

Short form content has permeated into the video creator space over the past few years, led by industry leading products such as TikTok, YouTube Shorts and Instagram Reels. YouTube in particular was previously synonymous with being the main…

Social and Information Networks · Computer Science 2024-04-09 Prajit T. Rajendran , Kevin Creusy , Vivien Garnes

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

Online social media platforms such as YouTube have a wide, global reach. However, little is known about the experience of low-resourced language speakers on such platforms; especially in how they experience and navigate harmful content. To…

Human-Computer Interaction · Computer Science 2024-05-28 Hellina Hailu Nigatu , Inioluwa Deborah Raji

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 is a major platform for information and entertainment, but its wide accessibility also makes it attractive for scammers to upload deceptive or malicious content. Prior detection approaches rely largely on textual or statistical…

Cryptography and Security · Computer Science 2026-04-02 Ummay Kulsum , Aafaq Sabir , Abhinaya S. B. , Anupam Das

YouTube is the leading social media platform for sharing videos. As a result, it is plagued with misleading content that includes staged videos presented as real footages from an incident, videos with misrepresented context and videos where…

Computation and Language · Computer Science 2019-01-28 Priyank Palod , Ayush Patwari , Sudhanshu Bahety , Saurabh Bagchi , Pawan Goyal

Climate change debates have gained increasing visibility on social media, with YouTube emerging as one of the most influential platforms for political communication. Reaching billions of users worldwide, it functions both as a news outlet…

Social and Information Networks · Computer Science 2025-12-10 Sanika Damle , Radhika Krishnan

Video streaming represents a large fraction of Internet traffic. Surprisingly, little is known about the network characteristics of this traffic. In this paper, we study the network characteristics of the two most popular video streaming…

Networking and Internet Architecture · Computer Science 2011-11-04 Ashwin Rao , Yeon-Sup Lim , Chadi Barakat , Arnaud Legout , Don Towsley , Walid Dabbous

As a YouTube channel grows, each video can potentially collect enormous amounts of comments that provide direct feedback from the viewers. These comments are a major means of understanding viewer expectations and improving channel…

Information Retrieval · Computer Science 2023-06-05 Rhitabrat Pokharel , Dixit Bhatta

YouTube is widely used for informal learning, where learners explore lectures and tutorials without a predefined curriculum. However, learning across videos remains fragmented: learners must decide what to watch, how videos relate, and how…

Human-Computer Interaction · Computer Science 2026-04-07 Dina Albassam , Kexin Quan , Mengke Wu , Sanika Pande , ChengXiang Zhai , Yun Huang

We present YouTube-Synch [1], a production system for automated, large-scale content extraction and replication from YouTube to decentralized storage on Joystream. The system continuously mirrors videos from more than 10,000…

Cryptography and Security · Computer Science 2026-05-05 Muhammad Zeeshan Akram

In this paper, we characterize the content and discourse on BitChute, a social video-hosting platform. Launched in 2017 as an alternative to YouTube, BitChute joins an ecosystem of alternative, low content moderation platforms, including…

Computers and Society · Computer Science 2025-11-14 Milo Trujillo , Maurício Gruppi , Cody Buntain , Benjamin D. Horne
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