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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.…

Social and Information Networks · Computer Science 2025-03-06 Pengjia Cui

There is strong agreement that generative AI should be regulated, but strong disagreement on how to approach regulation. While some argue that AI regulation should mostly rely on extensions of existing laws, others argue that entirely new…

Computers and Society · Computer Science 2024-12-17 Ruth Elisabeth Appel

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

Social media platforms moderate content for each user by incorporating the outputs of both platform-wide content moderation systems and, in some cases, user-configured personal moderation preferences. However, it is unclear (1) how end…

Human-Computer Interaction · Computer Science 2025-06-13 Shagun Jhaver , Alice Qian Zhang , Quanze Chen , Nikhila Natarajan , Ruotong Wang , Amy Zhang

The proliferation of generative AI systems creates unprecedented opportunities for content creation while raising critical concerns about controllability, copyright infringement, and content provenance. Current generative models operate as…

Cryptography and Security · Computer Science 2026-01-13 Haris Khan , Sadia Asif , Shumaila Asif

Social media is nearly ubiquitous in modern life, raising concerns about its societal impacts -- from mental health and polarization to violence and democratic disruption. Yet research on its causal effects is still inconclusive: Various…

Social and Information Networks · Computer Science 2026-04-24 Joseph B. Bak-Coleman , Stephan Lewandowsky , Philipp Lorenz-Spreen , Arvind Narayanan , Amy Orben , Lisa Oswald

Mainstream social media platforms function as "walled garden" ecosystems that restrict user agency, control, and data portability. They have demonstrated a lack of transparency that contributes to a multitude of online harms. Our research…

Computers and Society · Computer Science 2024-06-14 Aditya Surve , Aneesh Shamraj , Swapneel Mehta

The abundance of interconnected data has fueled the design and implementation of graph generators reproducing real-world linking properties, or gauging the effectiveness of graph algorithms, techniques and applications manipulating these…

Databases · Computer Science 2020-01-23 Angela Bonifati , Irena Holubová , Arnau Prat-Pérez , Sherif Sakr

When developers of artificial intelligence (AI) products need to decide between profit and safety for the users, they likely choose profit. Untrustworthy AI technology must come packaged with tangible negative consequences. Here, we…

User-generated content (UGC) on social media platforms is vulnerable to incitements and manipulations, necessitating effective regulations. To address these challenges, those platforms often deploy automated content moderators tasked with…

Machine Learning · Computer Science 2025-07-29 Saba Ahmadi , Avrim Blum , Haifeng Xu , Fan Yao

What should regulators of complex algorithms regulate? We propose a model of oversight over 'black-box' algorithms used in high-stakes applications such as lending, medical testing, or hiring. In our model, a regulator is limited in how…

General Economics · Economics 2024-06-04 Laura Blattner , Scott Nelson , Jann Spiess

Wikipedia articles about places, OpenStreetMap features, and other forms of peer-produced content have become critical sources of geographic knowledge for humans and intelligent technologies. In this paper, we explore the effectiveness of…

Human-Computer Interaction · Computer Science 2019-08-30 Isaac Johnson , Allen Yilun Lin , Toby Jia-Jun Li , Andrew Hall , Aaron Halfaker , Johannes Schöning , Brent Hecht

As popular demand for digital information increases, public libraries are increasingly turning to commercial digital content distribution services to save curation time and costs. These services let libraries subscribe to pre-configured…

Human-Computer Interaction · Computer Science 2023-07-25 Yunhee Shim , Shagun Jhaver

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…

Information Retrieval · Computer Science 2024-04-30 Fan Yao , Yiming Liao , Mingzhe Wu , Chuanhao Li , Yan Zhu , James Yang , Qifan Wang , Haifeng Xu , Hongning Wang

In the current era, people and society have grown increasingly reliant on artificial intelligence (AI) technologies. AI has the potential to drive us towards a future in which all of humanity flourishes. It also comes with substantial risks…

Computers and Society · Computer Science 2021-08-24 Lu Cheng , Kush R. Varshney , Huan Liu

This study examines the discursive construction of algorithms and its role in labor management in Chinese live-streaming industry by focusing on how intermediary organizations (Multi-Channel Networks, MCNs) actively construct, stabilize,…

Human-Computer Interaction · Computer Science 2026-01-30 Qing Xiao , Rongyi Chen , Jingjia Xiao , Tianyang Fu , Alice Qian Zhang , Xianzhe Fan , Bingbing Zhang , Zhicong Lu , Hong Shen

With the increasing dominance of the internet as a source of news consumption, there has been a rise in the production and popularity of email newsletters compiled by individual journalists. However, there is little research on the…

Computers and Society · Computer Science 2023-04-04 Shubham Atreja , Shruthi Srinath , Mohit Jain , Joyojeet Pal

Moderating content in social media platforms is a formidable challenge due to the unprecedented scale of such systems, which typically handle billions of posts per day. Some of the largest platforms such as Facebook blend machine learning…

Machine Learning · Computer Science 2021-04-01 Rahul Makhijani , Parikshit Shah , Vashist Avadhanula , Caner Gocmen , Nicolás E. Stier-Moses , Julián Mestre

Many online platforms of today, including social media sites, are two-sided markets bridging content creators and users. Most of the existing literature on platform recommendation algorithms largely focuses on user preferences and…

Computer Science and Game Theory · Computer Science 2024-01-23 Daniel Huttenlocher , Hannah Li , Liang Lyu , Asuman Ozdaglar , James Siderius

The pervasive rise of digital platforms has reshaped how individuals engage with information, with algorithms and peer influence playing pivotal roles in these processes. This study investigates the effects of algorithmic curation and peer…

General Economics · Economics 2025-03-26 Shan Huang , Yi Ji , Leyu Lin