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Social media platforms are constantly shifting towards algorithmically curated content based on implicit or explicit user feedback. Regulators, as well as researchers, are calling for systematic social media algorithmic audits as this shift…

Information Retrieval · Computer Science 2025-04-28 Matej Mosnar , Adam Skurla , Branislav Pecher , Matus Tibensky , Jan Jakubcik , Adrian Bindas , Peter Sakalik , Ivan Srba

Societal and personal values are transmitted to younger generations through interaction and exposure. Traditionally, children and adolescents learned values from parents, educators, or peers. Nowadays, social platforms serve as a…

Computation and Language · Computer Science 2026-03-27 Alina Starovolsky-Shitrit , Alon Neduva , Naama Appel Doron , Itamar Gafni , Ella Daniel , Oren Tsur

We introduce SexTok, a multi-modal dataset composed of TikTok videos labeled as sexually suggestive (from the annotator's point of view), sex-educational content, or neither. Such a dataset is necessary to address the challenge of…

Computer Vision and Pattern Recognition · Computer Science 2023-07-10 Enfa George , Mihai Surdeanu

TikTok, a popular short video sharing application, emerged as the dominant social media platform for young people, with a pronounced influence on how young women and people of color interact online. The application has become a global space…

IT offers some benefits and collaborations in various sectors. This research focuses on exploring higher education subjects via social technology, YouTube. YouTube is the world largest video based contents application in the world. Current…

Computers and Society · Computer Science 2017-08-17 Leon Andretti Abdillah

Web video is often used as a source of data in various fields of study. While specialized subsets of web video, mainly earmarked for dedicated purposes, are often analyzed in detail, there is little information available about the…

Multimedia · Computer Science 2017-07-06 Luca Rossetto , Heiko Schuldt

The share of videos in the internet traffic has been growing, therefore understanding how videos capture attention on a global scale is also of growing importance. Most current research focus on modeling the number of views, but we argue…

Social and Information Networks · Computer Science 2018-04-12 Siqi Wu , Marian-Andrei Rizoiu , Lexing Xie

People increasingly use videos on the Web as a source for learning. To support this way of learning, researchers and developers are continuously developing tools, proposing guidelines, analyzing data, and conducting experiments. However, it…

Multimedia · Computer Science 2023-08-15 Evelyn Navarrete , Andreas Nehring , Sascha Schanze , Ralph Ewerth , Anett Hoppe

TikTok has skyrocketed in popularity over recent years, especially among younger audiences. However, there are public concerns about the potential of this platform to promote and amplify harmful content. This study presents the first…

Computers and Society · Computer Science 2025-05-20 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

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…

The proliferation of video-on-demand (VOD) services has led to a paradox of choice, overwhelming users with vast content libraries and revealing limitations in current recommender systems. This research introduces a novel approach by…

Social and Information Networks · Computer Science 2025-01-09 Mehrdad Maghsoudi , Mohammad Hossein valikhani , Mohammad Hossein Zohdi

Energy production and management face significant political, economic, and environmental challenges, yet the rise in information consumption through social media undermines the availability of reliable knowledge to the general public. This…

Physics and Society · Physics 2025-11-21 Aleix Bassolas , Piero Birello , Julian Vicens

In this paper, we present a novel problem, namely video timeline modeling. Our objective is to create a video-associated timeline from a set of videos related to a specific topic, thereby facilitating the content and structure understanding…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Meng Liu , Mingda Zhang , Jialu Liu , Hanjun Dai , Ming-Hsuan Yang , Shuiwang Ji , Zheyun Feng , Boqing Gong

Short videos have become one of the leading media used by younger generations to express themselves online and thus a driving force in shaping online culture. In this context, TikTok has emerged as a platform where viral videos are often…

Computers and Society · Computer Science 2021-11-05 Chen Ling , Jeremy Blackburn , Emiliano De Cristofaro , Gianluca Stringhini

Short video streaming systems such as TikTok, YouTube Shorts, Instagram Reels, etc., have reached billions of active users worldwide. At the core of such systems are (proprietary) recommendation algorithms which recommend a sequence of…

Social and Information Networks · Computer Science 2026-02-10 Maleeha Masood , Shreya Kannan , Zikun Liu , Deepak Vasisht , Indranil Gupta

The advent of social media transformed interpersonal communication and information consumption processes. This digital landscape accommodates user intentions, also resulting in an increase of offensive language and harmful behavior.…

Computation and Language · Computer Science 2024-10-21 Kasper Cools , Gideon Mailette de Buy Wenniger , Clara Maathuis

Web-based educational videos offer flexible learning opportunities and are becoming increasingly popular. However, improving user engagement and knowledge retention remains a challenge. Automatically generated questions can activate…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Markos Stamatakis , Joshua Berger , Christian Wartena , Ralph Ewerth , Anett Hoppe

Video tutorials are a popular medium for informal and formal learning. However, when learners attempt to view and follow along with these tutorials, they encounter what we call gaps, that is, issues that can prevent learning. We examine the…

Human-Computer Interaction · Computer Science 2024-04-11 Ian Drosos , Advait Sarkar , Andrew D. Gordon

Instructional videos provide detailed how-to guides for various tasks, with viewers often posing questions regarding the content. Addressing these questions is vital for comprehending the content, yet receiving immediate answers is…

Computer Vision and Pattern Recognition · Computer Science 2024-02-01 Saelyne Yang , Sunghyun Park , Yunseok Jang , Moontae Lee

The large number of user-generated videos uploaded on to the Internet everyday has led to many commercial video search engines, which mainly rely on text metadata for search. However, metadata is often lacking for user-generated videos,…