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We address the problem of predicting the leading political ideology, i.e., left-center-right bias, for YouTube channels of news media. Previous work on the problem has focused exclusively on text and on analysis of the language used, topics…

Computation and Language · Computer Science 2019-10-22 Yoan Dinkov , Ahmed Ali , Ivan Koychev , Preslav Nakov

Recommender systems have become an integral part of our daily online experience by analyzing past user behavior to suggest relevant content in entertainment domains such as music, movies, and books. Today, they are among the most widely…

Information Retrieval · Computer Science 2025-05-14 Dominik Kowald

The emerging short-form video platforms have been growing tremendously and become one of the leading social media recently. Although the expanded popularity of these platforms has attracted increasing research attention, there has been a…

Multimedia · Computer Science 2024-10-22 Zhilong Chen , Peijie Liu , Jinghua Piao , Fengli Xu , Yong Li

The role of recommendation systems in the diversity of content consumption on platforms is a much-debated issue. The quantitative state of the art often overlooks the existence of individual attitudes toward guidance, and eventually of…

Computers and Society · Computer Science 2021-09-10 Quentin Villermet , Jérémie Poiroux , Manuel Moussallam , Thomas Louail , Camille Roth

TikTok currently is the fastest growing social media platform with over 1 billion active monthly users of which the majority is from generation Z. Arguably, its most important success driver is its recommendation system. Despite the…

Human-Computer Interaction · Computer Science 2022-01-31 Maximilian Boeker , Aleksandra Urman

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…

Computers and Society · Computer Science 2023-02-16 Prerna Juneja , Md Momen Bhuiyan , Tanushree Mitra

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…

Social and Information Networks · Computer Science 2023-04-07 Valerio La Gatta , Luca Luceri , Francesco Fabbri , Emilio Ferrara

The availability of high definition video content on the web has brought about a significant change in the characteristics of Internet video, but not many studies on characterizing video have been done after this change. Video…

Multimedia · Computer Science 2014-08-26 Saba Ahsan , Varun Singh , Jörg Ott

Sentiment analysis or opinion mining is the field of study related to analyze opinions, sentiments, evaluations, attitudes, and emotions of users which they express on social media and other online resources. The revolution of social media…

Social and Information Networks · Computer Science 2015-12-04 Muhammad Zubair Asghar , Shakeel Ahmad , Afsana Marwat , Fazal Masud Kundi

With the rapid development of AI-generated content (AIGC), the creation of high-quality AI-generated videos has become faster and easier, resulting in the Internet being flooded with all kinds of video content. However, the impact of these…

Information Retrieval · Computer Science 2025-07-30 Haowen Gao , Liang Pang , Shicheng Xu , Leigang Qu , Tat-Seng Chua , Huawei Shen , Xueqi Cheng

In content recommender systems such as TikTok and YouTube, the platform's recommendation algorithm shapes content producer incentives. Many platforms employ online learning, which generates intertemporal incentives, since content produced…

Computer Science and Game Theory · Computer Science 2024-06-24 Xinyan Hu , Meena Jagadeesan , Michael I. Jordan , Jacob Steinhardt

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

Progress in AI is driven largely by the scale and quality of training data. Despite this, there is a deficit of empirical analysis examining the attributes of well-established datasets beyond text. In this work we conduct the largest and…

Our consumption of online information is mediated by filtering, ranking, and recommendation algorithms that introduce unintentional biases as they attempt to deliver relevant and engaging content. It has been suggested that our reliance on…

Social and Information Networks · Computer Science 2020-10-07 Dimitar Nikolov , Mounia Lalmas , Alessandro Flammini , Filippo Menczer

Cross-cutting commenting on social media is often imagined as a path to deliberation, yet exposure to opposing views frequently fuels hostility. To explain this dynamic, we introduce the concept of partisan warriors--commenters who cross…

Social and Information Networks · Computer Science 2026-03-24 Keyeun Lee , Sang Jung Kim

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

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

Influencer marketing has become a widely used strategy for reaching customers. Despite growing interest among influencers and brand partners in predicting engagement with influencer videos, there has been little research on the relative…

Machine Learning · Computer Science 2025-05-13 Prashant Rajaram , Puneet Manchanda

Stories can have tremendous power -- not only useful for entertainment, they can activate our interests and mobilize our actions. The degree to which a story resonates with its audience may be in part reflected in the emotional journey it…

Computer Vision and Pattern Recognition · Computer Science 2017-12-11 Eric Chu , Deb Roy

TikTok has emerged as a major source of information and social interaction for youth, raising urgent questions about how substance use discourse manifests and circulates on the platform. This paper presents the first comprehensive analysis…

Computation and Language · Computer Science 2026-01-21 Layla Bouzoubaa , Muqi Guo , Joseph Trybala , Afsaneh Razi , Rezvaneh Rezapour
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