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Social media platforms face escalating challenges in detecting harmful content that promotes muscle dysmorphic behaviors and cognitions (bigorexia). This content can evade moderation by camouflaging as legitimate fitness advice and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Minh Duc Chu , Kshitij Pawar , Zihao He , Roxanna Sharifi , Ross Sonnenblick , Magdalayna Curry , Laura D'Adamo , Lindsay Young , Stuart B Murray , Kristina Lerman

On social networks, algorithmic personalization drives users into filter bubbles where they rarely see content that deviates from their interests. We present a model for content curation and personalization that avoids filter bubbles, along…

Computers and Society · Computer Science 2023-05-25 Christian Borgs , Jennifer Chayes , Christian Ikeokwu , Ellen Vitercik

Adolescents spend an increasing amount of their time in digital environments where their still-developing cognitive capacities leave them unable to recognize or resist commercial persuasion. Article 28(2) of the DSA responds to this…

Computers and Society · Computer Science 2026-05-12 Sara Solarova , Matej Mosnar , Matus Tibensky , Jan Jakubcik , Adrian Bindas , Simon Liska , Filip Hossner , Matúš Mesarčík , Ivan Srba

Social media feeds are deeply personal spaces that reflect individual values and preferences. However, top-down, platform-wide content algorithms can reduce users' sense of agency and fail to account for nuanced experiences and values.…

Human-Computer Interaction · Computer Science 2024-01-31 K. J. Kevin Feng , Xander Koo , Lawrence Tan , Amy Bruckman , David W. McDonald , Amy X. Zhang

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

Recommendation algorithms have become the dominant mechanism for information distribution on digital platforms, profoundly shaping personalized information consumption environments. However, gender bias, as a significant form of algorithmic…

Social and Information Networks · Computer Science 2026-05-01 Jipeng Tan , Weifeng Zhang , Ye Wu , Jialin Guo , Yong Min

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

Increasing evidence suggests that a growing amount of social media content is generated by autonomous entities known as social bots. In this work we present a framework to detect such entities on Twitter. We leverage more than a thousand…

Social and Information Networks · Computer Science 2017-03-28 Onur Varol , Emilio Ferrara , Clayton A. Davis , Filippo Menczer , Alessandro Flammini

There is a growing discussion about social media feeds being increasingly filled with AI-generated content. Due to its visual plausibility, low cost, and fast production speed, AI-generated content is said to be highly effective in "gaming…

Computers and Society · Computer Science 2025-08-05 Natalia Stanusch , Martin Degeling , Salvatore Romano , Raziye Buse Çetin , Miazia Schüler , Silvia Semenzin

The role of recommendation systems in the diversity of content consumption on platforms is a much-debated issue. The quantitative state of the art often overlooks the existence of individual attitudes toward guidance, and eventually of…

Computers and Society · Computer Science 2021-09-10 Quentin Villermet , Jérémie Poiroux , Manuel Moussallam , Thomas Louail , Camille Roth

Personalized search has been extensively studied in various applications, including web search, e-commerce, social networks, etc. With the soaring popularity of short-video platforms, exemplified by TikTok and Kuaishou, the question arises:…

Information Retrieval · Computer Science 2024-09-18 Wentian Bao , Hu Liu , Kai Zheng , Chao Zhang , Shunyu Zhang , Enyun Yu , Wenwu Ou , Yang Song

Social media platforms shape users' experiences through the algorithmic systems they deploy. In this study, we examine to what extent Twitter's content recommender, in conjunction with a user's social network, impacts the topic, political…

Social and Information Networks · Computer Science 2025-09-15 Kayla Duskin , Joseph S. Schafer , Alexandros Efstratiou , Jevin D. West , Emma S. Spiro

The content of today's social media is becoming more and more rich, increasingly mixing text, images, videos, and audio. It is an intriguing research question to model the interplay between these different modes in attracting user attention…

Social and Information Networks · Computer Science 2017-03-07 Jack Hessel , Lillian Lee , David Mimno

When we search online for content, we are constantly exposed to rankings. For example, web search results are presented as a ranking, and online bookstores often show us lists of best-selling books. While popularity-based ranking algorithms…

Physics and Society · Physics 2019-03-28 Shilun Zhang , Matúš Medo , Linyuan Lü , Manuel Sebastian Mariani

The ever-increasing amount of user-generated content online has led, in recent years, to an expansion in research and investment in automated content analysis tools. Scrutiny of automated content analysis has accelerated during the COVID-19…

Multimedia · Computer Science 2022-01-27 Carey Shenkman , Dhanaraj Thakur , Emma Llansó

Social bots are now deeply embedded in online platforms for promotion, persuasion, and manipulation. Most bot-detection systems still treat behavioural features as static, implicitly assuming bots behave stationarily over time. We test that…

Human-Computer Interaction · Computer Science 2025-12-22 Ohoud Alzahrani , Russell Beale , Bob Hendley

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

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

With the continuous increase of internet usage in todays time, everyone is influenced by this source of the power of technology. Due to this, the rise of applications and games Is unstoppable. A major percentage of our population uses these…

Information Retrieval · Computer Science 2022-11-22 Vandit Gupta , Akshit Diwan , Chaitanya Chadha , Ashish Khanna , Deepak Gupta

Recommender systems have become an integral part of our daily online experience by analyzing past user behavior to suggest relevant content in entertainment domains such as music, movies, and books. Today, they are among the most widely…

Information Retrieval · Computer Science 2025-05-14 Dominik Kowald
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