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With the rapid rise of short-form videos, TikTok has become one of the most influential platforms among children and teenagers, but also a source of harmful content that can affect their perception and behavior. Such content, often subtle…

Computation and Language · Computer Science 2025-11-25 Dat Thanh Nguyen , Nguyen Hung Lam , Anh Hoang-Thi Nguyen , Trong-Hop Do

In the context of the rapid dissemination of multimedia content, identifying disinformation on social media platforms such as TikTok represents a significant challenge. This study introduces a hybrid framework that combines the…

Computer Vision and Pattern Recognition · Computer Science 2026-01-28 Jared D. T. Guerrero-Sosa , Andres Montoro-Montarroso , Francisco P. Romero , Jesus Serrano-Guerrero , Jose A. Olivas

Short-form video platforms integrate text, visuals, and audio into complex communicative acts, yet existing research analyzes these modalities in isolation, lacking scalable frameworks to interpret their joint contributions. This study…

Multimedia · Computer Science 2026-01-22 Mingyue Zha , Ho-Chun Herbert Chang

Social media platforms actively moderate content glorifying harmful behaviors like eating disorders, which include anorexia and bulimia. However, users have adapted to evade moderation by using coded hashtags. Our study investigates the…

Social and Information Networks · Computer Science 2024-04-25 Charles Bickham , Kia Kazemi-Nia , Luca Luceri , Kristina Lerman , Emilio Ferrara

This paper investigates the effectiveness of TikTok's enforcement mechanisms for limiting the exposure of harmful content to youth accounts. We collect over 7000 videos, classify them as harmful vs not-harmful, and then simulate…

Computers and Society · Computer Science 2025-09-09 Linda Xue , Francesco Corso , Nicolo' Fontana , Geng Liu , Stefano Ceri , Francesco Pierri

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

The rise of short-form videos on platforms like TikTok has brought new challenges in safeguarding young viewers from inappropriate content. Traditional moderation methods often fall short in handling the vast and rapidly changing landscape…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Mazen Balat , Mahmoud Essam Gabr , Hend Bakr , Ahmed B. Zaky

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

Recommender systems on social media increasingly mediate how users encounter mental health content, yet it remains unclear whether they distinguish help-seeking from distress expression. We conduct a controlled 7-day audit of TikTok's "For…

Social and Information Networks · Computer Science 2026-04-17 Pooriya Jamie , Amir Ghasemian , Homa Hosseinmardi

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

The rapid growth of video content on platforms such as TikTok and YouTube has intensified the spread of multimodal hate speech, where harmful cues emerge subtly and asynchronously across visual, acoustic, and textual streams. Existing…

Computer Vision and Pattern Recognition · Computer Science 2026-01-30 Qiyue Sun , Tailin Chen , Yinghui Zhang , Yuchen Zhang , Jiangbei Yue , Jianbo Jiao , Zeyu Fu

The increasing prevalence of mental health disorders, such as depression, anxiety, and bipolar disorder, calls for immediate need in developing tools for early detection and intervention. Social media platforms, like Reddit, represent a…

Machine Learning · Computer Science 2025-03-12 Qasim Bin Saeed , Ijaz Ahmed

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

Over the last decade, there has been a vast increase in eating disorder diagnoses and eating disorder-attributed deaths, reaching their zenith during the Covid-19 pandemic. This immense growth derived in part from the stressors of the…

Machine Learning · Computer Science 2023-11-07 Jonathan Feldman

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

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

Mental health challenges and cyberbullying are increasingly prevalent in digital spaces, necessitating scalable and interpretable detection systems. This paper introduces a unified multiclass classification framework for detecting ten…

Computation and Language · Computer Science 2026-03-26 Edward Ajayi , Martha Kachweka , Mawuli Deku , Emily Aiken

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

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 pervasive expectations about ideal body types in Western society can lead to body image concerns, dissatisfaction, and in extreme cases, eating disorders and other psychopathologies related to body image. While previous research has…

Social and Information Networks · Computer Science 2025-12-11 Minh Duc Chu , Cinthia Sánchez , Zihao He , Rebecca Dorn , Stuart Murray , Kristina Lerman
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