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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…

人机交互 · 计算机科学 2024-07-22 Eddie L. Ungless , Nina Markl , Björn Ross

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…

人机交互 · 计算机科学 2022-01-31 Maximilian Boeker , Aleksandra Urman

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…

Social media algorithms are thought to amplify variation in user beliefs, thus contributing to radicalization. However, quantitative evidence on how algorithms and user preferences jointly shape harmful online engagement is limited. I…

综合经济学 · 经济学 2025-03-11 Aarushi Kalra

The research question this report addresses is: how, and to what extent, those directly involved with the design, development and employment of a specific black box algorithm can be certain that it is not unlawfully discriminating (directly…

数据库 · 计算机科学 2016-04-26 Steffen Staab , Sophie Stalla-Bourdillon , Laura Carmichael

Social media platforms such as Facebook and Twitter are used for social activism purposes, and TikTok is no different. We conducted 9 qualitative semi-structured interviews with social activists who recently posted their videos on TikTok to…

人机交互 · 计算机科学 2021-06-17 Daniel Le Compte , Daniel Klug

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…

计算机科学与博弈论 · 计算机科学 2024-06-24 Xinyan Hu , Meena Jagadeesan , Michael I. Jordan , Jacob Steinhardt

The Human-Computer Interaction (HCI) community has consistently focused on the experiences of users moderated by social media platforms. Recently, scholars have noticed that moderation practices could perpetuate biases, resulting in the…

人机交互 · 计算机科学 2024-01-23 Yao Lyu , Jie Cai , Anisa Callis , Kelley Cotter , John M. Carroll

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…

社会与信息网络 · 计算机科学 2020-09-17 Christian von der Weth , Ashraf Abdul , Shaojing Fan , Mohan Kankanhalli

The rise of TikTok has brought forth novel ways to create and consume media content, accelerated by technologies such as hyper-individualised algorithms and easy-to-use video production tools. Despite its popularity, scholars and…

计算机与社会 · 计算机科学 2025-03-21 Hongrui Jin

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.…

计算与语言 · 计算机科学 2024-10-21 Kasper Cools , Gideon Mailette de Buy Wenniger , Clara Maathuis

Social media empower distributed content creation by algorithmically harnessing "the social fabric" (explicit and implicit signals of association) to serve this content. While this overcomes the bottlenecks and biases of traditional…

计算机与社会 · 计算机科学 2026-01-13 E. Glen Weyl , Luke Thorburn , Emillie de Keulenaar , Jacob Mchangama , Divya Siddarth , Audrey Tang

Context. Algorithmic racism is the term used to describe the behavior of technological solutions that constrains users based on their ethnicity. Lately, various data-driven software systems have been reported to discriminate against Black…

软件工程 · 计算机科学 2023-06-28 Ronnie de Souza Santos , Luiz Fernando de Lima , Cleyton Magalhaes

Social media has transformed the advertising landscape, becoming an essential tool for reaching and connecting with consumers. Its sharing and engagement features amplify brand exposure, while its cost-effective options provide businesses…

计算机与社会 · 计算机科学 2024-02-02 Ekansh Agrawal

Users of social media platforms based on recommendation systems (e.g. TikTok, X, YouTube) strategically interact with platform content to influence future recommendations. On some such platforms, users have been documented to form…

计算机科学与博弈论 · 计算机科学 2026-02-16 Ekaterina Fedorova , Madeline Kitch , Chara Podimata

Digital networks have profoundly transformed the ways in which individuals interact, exchange information, and establish connections, leading to the emergence of phenomena such as virality, misinformation cascades, and online polarization.…

社会与信息网络 · 计算机科学 2025-03-06 Pengjia Cui

The recent proliferation of short form video social media sites such as TikTok has been effectively utilized for increased visibility, communication, and community connection amongst trans/nonbinary creators online. However, these same…

人机交互 · 计算机科学 2025-01-29 Maxyn Leitner , Rebecca Dorn , Fred Morstatter , Kristina Lerman

User-generated content plays a key role in social networking, allowing a more active participation, socialisation, and collaboration among users. In particular, media content has been gaining a lot of ground, allowing users to express…

Polarization is a troubling phenomenon that can lead to societal divisions and hurt the democratic process. It is therefore important to develop methods to reduce it. We propose an algorithmic solution to the problem of reducing…

社会与信息网络 · 计算机科学 2017-05-19 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

Driven by the new economic opportunities created by the creator economy, an increasing number of content creators rely on and compete for revenue generated from online content recommendation platforms. This burgeoning competition reshapes…

信息检索 · 计算机科学 2024-04-30 Fan Yao , Yiming Liao , Mingzhe Wu , Chuanhao Li , Yan Zhu , James Yang , Qifan Wang , Haifeng Xu , Hongning Wang
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