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Context and Motivation: Due to their increasing complexity, everyday software systems are becoming increasingly opaque for users. A frequently adopted method to address this difficulty is explainability, which aims to make systems more…

Software Engineering · Computer Science 2025-06-18 Martin Obaidi , Jannik Fischbach , Marc Herrmann , Hannah Deters , Jakob Droste , Jil Klünder , Kurt Schneider

Short video platforms, such as YouTube, Instagram, or TikTok, are used by billions of users globally. These platforms expose users to harmful content, ranging from clickbait or physical harms to misinformation or online hate. Yet, detecting…

Multimedia · Computer Science 2024-11-12 Claire Wonjeong Jo , Miki Wesołowska , Magdalena Wojcieszak

With the increase in an average user's dependence on their mobile devices, the reliance on collecting his browsing history from mobile browsers has also increased. This browsing history is highly utilized in the advertising industry for…

Information Retrieval · Computer Science 2019-04-26 Bharat Gaind , Nitish Varshney , Shubham Goel , Akash Mondal

We present a method for accurately predicting the long time popularity of online content from early measurements of user access. Using two content sharing portals, Youtube and Digg, we show that by modeling the accrual of views and votes on…

Computers and Society · Computer Science 2008-11-06 Gabor Szabo , Bernardo A. Huberman

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

Short-video applications have attracted substantial user traffic. However, these platforms also foster problematic usage patterns, commonly referred to as short-video addiction, which pose risks to both user health and the sustainable…

Information Retrieval · Computer Science 2026-01-23 Chen Xu , Zhipeng Yi , Ruizi Wang , Wenjie Wang , Jun Xu , Maarten de Rijke

Modern social media platforms, such as TikTok, Facebook, and YouTube, rely on recommendation systems to personalize content for users based on user interactions with endless streams of content, such as "For You" pages. However, these…

Machine Learning · Computer Science 2025-02-14 Hieu Le , Salma Elmalaki , Zubair Shafiq , Athina Markopoulou

To facilitate the research on intelligent and human-like chatbots with multi-modal context, we introduce a new video-based multi-modal dialogue dataset, called TikTalk. We collect 38K videos from a popular video-sharing platform, along with…

Computation and Language · Computer Science 2023-09-11 Hongpeng Lin , Ludan Ruan , Wenke Xia , Peiyu Liu , Jingyuan Wen , Yixin Xu , Di Hu , Ruihua Song , Wayne Xin Zhao , Qin Jin , Zhiwu Lu

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

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

Accurately analyzing and modeling online browsing behavior play a key role in understanding users and technology interactions. In this work, we design and conduct a user study to collect browsing data from 31 participants continuously for…

Computers and Society · Computer Science 2021-08-17 Yuliia Lut , Michael Wang , Elissa M. Redmiles , Rachel Cummings

Understanding the dynamics of social interactions is crucial to comprehend human behavior. The emergence of online social media has enabled access to data regarding people relationships at a large scale. Twitter, specifically, is an…

Physics and Society · Physics 2022-09-07 Felipe Maciel Cardoso , Sandro Meloni , Andre Santanche , Yamir Moreno

TikTok, the social media platform that is popular among children and adolescents, offers a more restrictive "Under 13 Experience" exclusively for young users in the US, also known as TikTok's "Kids Mode". While prior research has studied…

Human-Computer Interaction · Computer Science 2025-07-02 Olivia Figueira , Pranathi Chamarthi , Tu Le , Athina Markopoulou

Eating disorders, which include anorexia nervosa and bulimia nervosa, have been exacerbated by the COVID-19 pandemic, with increased diagnoses linked to heightened exposure to idealized body images online. TikTok, a platform with over a…

Social and Information Networks · Computer Science 2025-05-06 Charles Bickham , Bryan Ramirez-Gonzalez , Minh Duc Chu , Kristina Lerman , Emilio Ferrara

Selective exposure is the main driver for the economy of attention when consuming online content. We select information adhering to our system of beliefs and ignore dissenting information. However, even personal interest is likely to play a…

Computers and Society · Computer Science 2019-12-20 Carlo Michele Valensise , Matteo Cinelli , Alessandro Galeazzi , Walter Quattrociocchi

The surge in popularity of short-form video content, particularly through platforms like TikTok and Instagram, has led to an exponential increase in data traffic, presenting significant challenges in network resource management. Traditional…

Networking and Internet Architecture · Computer Science 2025-08-05 Betty Searcy , Zurh Farus , Bronny Bush , Kevin Muhammad , Zubair Clinton

In the nascent days of e-content delivery, having a superior product was enough to give companies an edge against the competition. With today's fiercely competitive market, one needs to be multiple steps ahead, especially when it comes to…

Machine Learning · Computer Science 2014-05-21 Everaldo Aguiar , Saurabh Nagrecha , Nitesh V. Chawla

YouTube Shorts and other short-form video platforms now influence how billions engage with content, yet their recommendation systems remain largely opaque. Small shifts in promoted content can significantly impact user exposure, especially…

Social and Information Networks · Computer Science 2025-09-03 Mert Can Cakmak , Nitin Agarwal

Short-form video platforms like TikTok reshape how politicians communicate and have become important tools for electoral campaigning. Yet it remains unclear what kinds of political messages gain traction in these fast-paced, algorithmically…

Social and Information Networks · Computer Science 2025-09-15 Kirill Solovev , Chiara Drolsbach , Emma Demirel , Nicolas Pröllochs

Recommendation systems are pervasive in the digital economy. An important assumption in many deployed systems is that user consumption reflects user preferences in a static sense: users consume the content they like with no other…

Computers and Society · Computer Science 2023-02-14 Andreas Haupt , Dylan Hadfield-Menell , Chara Podimata
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