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Many human-facing algorithms -- including those that power recommender systems or hiring decision tools -- are trained on data provided by their users. The developers of these algorithms commonly adopt the assumption that the data…

Computers and Society · Computer Science 2024-01-01 Sarah H. Cen , Andrew Ilyas , Aleksander Madry

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

Many groups with diverse convictions are interacting online. Interactions in online communities help people to engage each other and enhance understanding across groups. Online communities include multiple sub-communities whose members are…

Social and Information Networks · Computer Science 2014-09-01 Saeede Ajorlou , Issac Shams , Kai Yang

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

Youth are active users and stakeholders of artificial intelligence (AI), yet they are often not included in responsible AI (RAI) practices. Emerging efforts in RAI largely focus on adult populations, missing an opportunity to get unique…

Human-Computer Interaction · Computer Science 2025-02-27 Jaemarie Solyst , Cindy Peng , Wesley Hanwen Deng , Praneetha Pratapa , Jessica Hammer , Amy Ogan , Jason Hong , Motahhare Eslami

Short-form video platforms such as YouTube Shorts increasingly shape how information is consumed, yet the effects of engagement-driven algorithms on content exposure remain poorly understood. This study investigates how different viewing…

Social and Information Networks · Computer Science 2025-07-08 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

Generative Artificial Intelligence (AI) tools are increasingly deployed across social media platforms, yet their implications for user behavior and experience remain understudied, particularly regarding two critical dimensions: (1) how AI…

Human-Computer Interaction · Computer Science 2025-06-18 Anders Giovanni Møller , Daniel M. Romero , David Jurgens , Luca Maria Aiello

In content recommender systems such as TikTok and YouTube, the platform's recommendation algorithm shapes content producer incentives. Many platforms employ online learning, which generates intertemporal incentives, since content produced…

Computer Science and Game Theory · Computer Science 2024-06-24 Xinyan Hu , Meena Jagadeesan , Michael I. Jordan , Jacob Steinhardt

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

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

Participation on social media platforms has many benefits but also poses substantial threats. Users often face an unintended loss of privacy, are bombarded with mis-/disinformation, or are trapped in filter bubbles due to over-personalized…

Social and Information Networks · Computer Science 2020-09-17 Christian von der Weth , Ashraf Abdul , Shaojing Fan , Mohan Kankanhalli

With the rapid growth of the internet, all online activities can have both positive and negative effects on human mental health. Online engagement is complex and efforts to regulate online use face challenges in distinguishing between…

Human-Computer Interaction · Computer Science 2026-02-19 Ruiyong Zhang

Algorithmic intermediaries govern the digital public sphere through their architectures, amplification algorithms, and moderation practices. In doing so, they shape public communication and distribute attention in ways that were previously…

Computers and Society · Computer Science 2024-10-29 Seth Lazar

Social and behavioral interventions are a critical tool for governments and communities to tackle deep-rooted societal challenges such as homelessness, disease, and poverty. However, real-world interventions are almost always plagued by…

Artificial Intelligence · Computer Science 2018-03-15 Bryan Wilder

In societies increasingly entangled with algorithms, our choices are constantly influenced and shaped by automated systems. This convergence highlights significant concerns for individual autonomy in the age of data-driven AI. It leads to…

Human-Computer Interaction · Computer Science 2024-11-11 Ge Wang , Roy Pea

Recent events have placed a renewed focus on the issue of racial justice in the United States and other countries. One dimension of this issue that has received considerable attention is the security and privacy threats and vulnerabilities…

Computers and Society · Computer Science 2022-11-01 Nikita Samarin , Aparna Krishnan , Moses Namara , Joanne Ma , Elissa M. Redmiles

Social media platforms are revolutionizing the way users communicate by increasing the exposure to highly stigmatized issues in the society. Sexual abuse is one such issue that recently took over social media via attaching the hashtag…

Social and Information Networks · Computer Science 2018-03-22 Lydia Manikonda , Ghazaleh Beigi , Huan Liu , Subbarao Kambhampati

The Internet-of-Things is emerging as a vast inter-connected space of devices and things surrounding people, many of which are increasingly capable of autonomous action, from automatically sending data to cloud servers for analysis,…

Computers and Society · Computer Science 2019-10-24 Seng W. Loke

Understanding how youth make sense of machine learning and how learning about machine learning can be supported in and out of school is more relevant than ever before as young people interact with machine learning powered applications…

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