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Modern algorithmic recommendation systems seek to engage users through behavioral content-interest matching. While many platforms recommend content based on engagement metrics, others like TikTok deliver interest-based content, resulting in…

Human-Computer Interaction · Computer Science 2025-04-22 Julie A. Vera , Sourojit Ghosh

Intelligent algorithms increasingly shape the content we encounter and engage with online. TikTok's For You feed exemplifies extreme algorithm-driven curation, tailoring the stream of video content almost exclusively based on users'…

Physics and Society · Physics 2025-03-27 Fabian Baumann , Nipun Arora , Iyad Rahwan , Agnieszka Czaplicka

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

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

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

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

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…

TikTok has seen exponential growth as a platform, fuelled by the success of its proprietary recommender algorithm which serves tailored content to every user - though not without controversy. Users complain of their content being unfairly…

Human-Computer Interaction · Computer Science 2024-07-22 Eddie L. Ungless , Nina Markl , Björn Ross

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

Researchers use information about the amount of time people spend on digital media for numerous purposes. While social media platforms commonly do not allow external access to measure the use time directly, a usual alternative method is to…

Computers and Society · Computer Science 2024-02-28 Angelica Goetzen , Ruizhe Wang , Elissa M. Redmiles , Savvas Zannettou , Oshrat Ayalon

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

Recent studies show that users often interpret social media algorithms as mystical or spiritual because of their unpredictability. This invites new questions about how such perceptions affect the content that creators create and the…

Human-Computer Interaction · Computer Science 2025-06-23 Ankolika De , Kelley Cotter , Shaheen Kanthawala , Haley McAtee , Amy Ritchart , Gahana Kadur

''TikTok, Do Your Thing'' is a viral trend where users attempt to identify strangers they see in public via information crowd-sourcing. The trend started as early as 2021 and users typically engage with it for romantic purposes (similar to…

Human-Computer Interaction · Computer Science 2025-10-21 Meira Gilbert , Miranda Wei , Lindah Kotut

Social media platforms have become an integral part of everyday life, serving as a primary source of news and information for many users. These platforms increasingly rely on personalised recommendation systems that shape what users see and…

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

TikTok, a widely-used social media app boasting over a billion monthly active users, requires effective app quality assurance for its intricate features. Feature testing is crucial in achieving this goal. However, the multi-user interactive…

Software Engineering · Computer Science 2025-04-23 Sidong Feng , Changhao Du , Huaxiao Liu , Qingnan Wang , Zhengwei Lv , Gang Huo , Xu Yang , Chunyang Chen

Personalized recommendation algorithms deliver content to the user on most major social media platforms. While these algorithms are crucial for helping users find relevant content, users lack meaningful control over them. This reduces…

Human-Computer Interaction · Computer Science 2025-09-25 Frederick Choi , Eshwar Chandrasekharan

Personalization algorithms are ubiquitous in modern social computing systems, yet their effects on comment sections remain underexplored. In this work, we conducted an algorithmic auditing experiment to examine comment personalization on…

Social and Information Networks · Computer Science 2026-04-21 Yueru Yan , Siqi Wu

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…

There has been extensive research on the experiences of individuals with visual impairments on text- and image-based social media platforms, such as Facebook and Twitter. However, little is known about the experiences of visually impaired…

Human-Computer Interaction · Computer Science 2023-12-14 Yao Lyu , John M. Carroll
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