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While prior work has investigated the benefits of online health communities and general purpose social media used for health-related purposes, little work examines the use of TikTok, an emerging social media platform with a substantial user…

Human-Computer Interaction · Computer Science 2023-11-21 Rachael Zehrung , Yunan Chen

With over a billion active users, TikTok's video-sharing service is currently one of the largest social media websites. This rise in TikTok's popularity has made the website a central platform for music discovery. In this paper, we analyze…

Social and Information Networks · Computer Science 2024-11-05 Breno Matos , Francisco Galuppo , Rennan Cordeiro , Flavio Figueiredo

The openness and influence of video-sharing platforms (VSPs) such as YouTube and TikTok attracted creators to share videos on various social issues. Although social issue videos (SIVs) affect public opinions and breed misinformation, how…

Human-Computer Interaction · Computer Science 2023-10-31 Shuo Niu , Dilasha Shrestha , Abhisan Ghimire , Zhicong Lu

Social media platforms shape climate action discourse. Mapping these online conversations is essential for effective communication strategies. TikTok's climate discussions are particularly relevant given its young, climate-concerned…

Social and Information Networks · Computer Science 2025-05-08 Alessia Galdeman , Luca Maria Aiello

Recommendation algorithms for social media feeds often function as black boxes from the perspective of users. We aim to detect whether social media feed recommendations are personalized to users, and to characterize the factors contributing…

Social and Information Networks · Computer Science 2024-03-20 Karan Vombatkere , Sepehr Mousavi , Savvas Zannettou , Franziska Roesner , Krishna P. Gummadi

This paper presents the TikTok 2024 U.S. Presidential Election Dataset, a large-scale, resource designed to advance research into political communication and social media dynamics. The dataset comprises 3.14 million videos published on…

Social and Information Networks · Computer Science 2024-12-23 Gabriela Pinto , Charles Bickham , Tanishq Salkar , Joyston Menezes , Luca Luceri , Emilio Ferrara

Social media platforms have transformed global communication and interaction, with TikTok emerging as a critical tool for education, connection, and social impact, including in contexts where infrastructural resources are limited. Amid…

Human-Computer Interaction · Computer Science 2025-10-09 Prerana Khatiwada , Alejandro Ciuba , Aditya Nayak , Aakash Gautam , Matthew Louis Mauriello

TikTok is a popular new social media, where users express themselves through short video clips. A common form of interaction on the platform is participating in "challenges", which are songs and dances for users to iterate upon. Challenge…

Machine Learning · Computer Science 2021-12-28 Lynnette Hui Xian Ng , John Yeh Han Tan , Darryl Jing Heng Tan , Roy Ka-Wei Lee

As cryptocurrencies gain popularity, the digital asset marketplace becomes increasingly significant. Understanding social media signals offers valuable insights into investor sentiment and market dynamics. Prior research has predominantly…

Computation and Language · Computer Science 2025-09-03 Chenghao Liu , Aniket Mahanti , Ranesh Naha , Guanghao Wang , Erwann Sbai

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

Social media platforms facilitate the dissemination of science and access to it. However, gender inequalities in the participation and visibility of communicators persist. This study examined the differences in reach and audience response…

Social and Information Networks · Computer Science 2025-08-26 Maider Eizmendi-Iraola , Simón Peña-Fernández , Jordi Morales-i-Gras

Digital technologies and social algorithms are revolutionizing the media landscape, altering how we select and consume health information. Extending the selectivity paradigm with research on social media engagement, the convergence…

Computers and Society · Computer Science 2024-06-25 Xinyan Zhao , Chau-Wai Wong

Opaque algorithms disseminate and mediate the content that users consume on online social media platforms. This algorithmic mediation serves users with contents of their liking, on the other hand, it may cause several inadvertent risks to…

Social and Information Networks · Computer Science 2025-01-28 Cai Yang , Sepehr Mousavi , Abhisek Dash , Krishna P. Gummadi , Ingmar Weber

Research on online coordinated behaviour has predominantly focused on text-based social media platforms. However, the rise of video-first platforms such as TikTok introduces distinct challenges. The multimodal nature of video posts,…

Social and Information Networks · Computer Science 2025-10-29 Inga K. Wohlert , Davide Vega , Matteo Magnani , Alexandra Segerberg

Because of its willingness to share data with academia and industry, Twitter has been the primary social media platform for scientific research as well as for consulting businesses and governments in the last decade. In recent years, a…

Social and Information Networks · Computer Science 2023-04-12 Juergen Pfeffer , Angelina Mooseder , Jana Lasser , Luca Hammer , Oliver Stritzel , David Garcia

TikTok has been criticized for its low privacy standards, but little is known about how its adolescent users protect their privacy. Based on interviews with 54 adolescents in Switzerland, this study provides a comprehensive understanding of…

Social and Information Networks · Computer Science 2023-06-16 Nico Ebert , Tim Geppert , Joanna Strycharz , Melanie Knieps , Michael Hönig , Elke Brucker-Kley

Public discourse on critical issues such as climate change is progressively shifting to social media platforms that prioritize short-form video content. Content creators acting on those platforms play a pivotal role in shaping the…

Computers and Society · Computer Science 2024-02-21 Arianna Pera , Luca Maria Aiello

Sharenting, the practice of parents sharing content about their children on social media platforms, has become increasingly common, raising concerns about children's privacy and safety online. This study investigates children's exposure on…

Computers and Society · Computer Science 2024-10-02 Miriam Schirmer , Angelina Voggenreiter , Jürgen Pfeffer

Representation shapes public attitudes and behaviors. With the recent advances and rapid adoption of LLMs, the way these systems are introduced will negotiate societal expectations for their role in high-stakes domains like health. Yet it…

Human-Computer Interaction · Computer Science 2026-03-04 Jiawei Zhou , Lei Zhang , Mei Li , Benjamin D Horne , Munmun De Choudhury

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