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In recent years, critics of online platforms have raised concerns about the ability of recommendation algorithms to amplify problematic content, with potentially radicalizing consequences. However, attempts to evaluate the effect of…

社会与信息网络 · 计算机科学 2023-12-04 Homa Hosseinmardi , Amir Ghasemian , Miguel Rivera-Lanas , Manoel Horta Ribeiro , Robert West , Duncan J. Watts

TikTok is a social media platform that has gained immense popularity over the last few years, particularly among younger demographics, due to the viral trends and challenges shared worldwide. The recent release of a free Research API opens…

计算机与社会 · 计算机科学 2024-04-05 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

Social media platforms are constantly shifting towards algorithmically curated content based on implicit or explicit user feedback. Regulators, as well as researchers, are calling for systematic social media algorithmic audits as this shift…

This paper presents the TikTok 2024 U.S. Presidential Election Dataset, a large-scale, resource designed to advance research into political communication and social media dynamics. The dataset comprises 3.14 million videos published on…

社会与信息网络 · 计算机科学 2024-12-23 Gabriela Pinto , Charles Bickham , Tanishq Salkar , Joyston Menezes , Luca Luceri , Emilio Ferrara

Previous studies have found that nudging is key to promoting altruism in human-human interaction. However, in social robotics, there is still a lack of study on confirming the effect of nudging on altruism. In this paper, we apply two nudge…

人机交互 · 计算机科学 2021-10-04 Chenlin Hang , Tetsuo Ono , Seiji Yamada

Live video-streaming platforms such as Twitch enable top content creators to reap significant profits and influence. To that effect, various behavioral norms are recommended to new entrants and those seeking to increase their popularity and…

社会与信息网络 · 计算机科学 2018-12-11 Robert Netzorg , Lauren Arnett , Augustin Chaintreau , Eugene Wu

Short video platforms like TikTok, Instagram Reels, and YouTube Shorts have gained immense popularity in the last few years and are responsible for a large and growing fraction of Internet traffic. We identify two unique opportunities for…

网络与互联网体系结构 · 计算机科学 2026-05-07 Maleeha Masood , Shreya Kannan , Om Chabra , Deepak Vasisht , Indranil Gupta

Online platforms where volunteers answer each other's questions are important sources of knowledge, yet participation is declining. We ran a pre-registered experiment on Stack Overflow, one of the largest Q&A communities for software…

社会与信息网络 · 计算机科学 2026-04-14 Johannes Wachs , Leonore Röseler , Tobias Gesche , Elliott Ash , Anikó Hannák

Emerging short-video platforms like TikTok, Instagram Reels, and ShareChat present unique challenges for recommender systems, primarily originating from a continuous stream of new content. ShareChat alone receives approximately 2 million…

信息检索 · 计算机科学 2024-05-29 Srijan Saket , Olivier Jeunen , Md. Danish Kalim

The viral video documenting the killing of George Floyd by Minneapolis police officer Derek Chauvin inspired nation-wide protests that brought national attention to widespread racial injustice and biased policing practices towards black…

In many social-choice mechanisms the resulting choice is not the most preferred one for some of the participants, thus the need for methods to justify the choice made in a way that improves the acceptance and satisfaction of said…

计算机科学与博弈论 · 计算机科学 2022-06-01 Sharadhi Alape Suryanarayana , David Sarne , Sarit Kraus

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…

社会与信息网络 · 计算机科学 2025-07-08 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

Ranking algorithms play a crucial role in online platforms ranging from search engines to recommender systems. In this paper, we identify a surprising consequence of popularity-based rankings: the fewer the items reporting a given signal,…

信息检索 · 计算机科学 2022-04-29 Fabrizio Germano , Vicenç Gómez , Gaël Le Mens

Stack Overflow incentive system awards users with reputation scores to ensure quality. The decentralized nature of the forum may make the incentive system prone to manipulation. This paper offers, for the first time, a comprehensive study…

软件工程 · 计算机科学 2024-08-02 Iren Mazloomzadeh , Gias Uddin , Foutse Khomh , Ashkan Sami

Most modern recommendation algorithms are data-driven: they generate personalized recommendations by observing users' past behaviors. A common assumption in recommendation is that how a user interacts with a piece of content (e.g., whether…

计算机与社会 · 计算机科学 2024-05-12 Sarah H. Cen , Andrew Ilyas , Jennifer Allen , Hannah Li , Aleksander Madry

The advent of the digital era provided a fertile ground for the development of virtual societies, complex systems influencing real-world dynamics. Understanding online human behavior and its relevance beyond the digital boundaries is still…

物理与社会 · 物理学 2019-06-19 Massimo Stella , Marco Cristoforetti , Manlio De Domenico

Since the 2016 US Presidential election, social media abuse has been eliciting massive concern in the academic community and beyond. Preventing and limiting the malicious activity of users, such as trolls and bots, in their manipulation…

社会与信息网络 · 计算机科学 2020-06-08 Luca Luceri , Silvia Giordano , Emilio Ferrara

Short videos have become one of the leading media used by younger generations to express themselves online and thus a driving force in shaping online culture. In this context, TikTok has emerged as a platform where viral videos are often…

计算机与社会 · 计算机科学 2021-11-05 Chen Ling , Jeremy Blackburn , Emiliano De Cristofaro , Gianluca Stringhini

Online learning to rank is a sequential decision-making problem where in each round the learning agent chooses a list of items and receives feedback in the form of clicks from the user. Many sample-efficient algorithms have been proposed…

机器学习 · 统计学 2019-03-20 Tor Lattimore , Branislav Kveton , Shuai Li , Csaba Szepesvari

Social media influence online activity by recommending to users content strongly correlated with what they have preferred in the past. In this way they constrain users within filter bubbles that strongly limit their exposure to new or…

物理与社会 · 物理学 2022-04-08 Giulio Iannelli , Giordano De Marzo , Claudio Castellano