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This paper aims to survey various techniques utilized for content moderation in end-to-end encryption systems. We assess the challenging aspect of content moderation: maintaining a safe platform while assuring user privacy. We study the…

Cryptography and Security · Computer Science 2025-01-31 Chaitanya Rahalkar , Anushka Virgaonkar

Online communities rely on a mix of platform policies and community-authored rules to define acceptable behavior and maintain order. However, these rules vary widely across communities, evolve over time, and are enforced inconsistently,…

Computers and Society · Computer Science 2025-10-09 Mattia Samory , Diana Pamfile , Andrew To , Shruti Phadke

Online platforms such as YouTube, Instagram heavily rely on recommender systems to decide what content to present to users. Producers, in turn, often create content that is likely to be recommended to users and have users engage with it. To…

Computer Science and Game Theory · Computer Science 2025-02-21 Krishna Acharya , Varun Vangala , Jingyan Wang , Juba Ziani

Video moderation, which refers to remove deviant or explicit content from e-commerce livestreams, has become prevalent owing to social and engaging features. However, this task is tedious and time consuming due to the difficulties…

Human-Computer Interaction · Computer Science 2021-09-09 Tan Tang , Yanhong Wu , Lingyun Yu , Yuhong Li , Yingcai Wu

The profound intertwining of digital interactions with traditional human interactions has spawned a novel mode of human interactions at both individual and population levels, carrying substantial ramifications for health. Digital mediation…

Human-Computer Interaction · Computer Science 2023-05-23 N Bidargaddi , J. C. L. Looi

Personalized recommendation systems often drive users towards more extreme content, exacerbating opinion polarization. While (content-aware) moderation has been proposed to mitigate these effects, such approaches risk curtailing the freedom…

Information Retrieval · Computer Science 2024-05-30 Nan Li , Bo Kang , Tijl De Bie

Context is critical for meaningful interactions between people and Generative AI (GenAI). Yet mainstream tools offer limited means to orchestrate it, particularly across workflows that span multiple interactions, sessions, and models, as…

Human-Computer Interaction · Computer Science 2025-08-28 Srishti Palani , Gonzalo Ramos

This paper investigates how content moderation affects content creation in an ideologically diverse online environments. We develop a model in which users act as both creators and consumers, differing in their ideological affiliation and…

General Economics · Economics 2025-11-26 Ying Bao , Jessie Liu

How can researchers from the creative ML/AI community and sociology of culture engage in fruitful collaboration? How do researchers from both fields think (differently) about creativity and the production of creative work? While the ML…

Computers and Society · Computer Science 2022-05-30 Katharina Burgdorf , Negar Rostamzadeh , Ramya Srinivasan , Jennifer Lena

We present a novel, open-source social network simulation framework, MOSAIC, where generative language agents predict user behaviors such as liking, sharing, and flagging content. This simulation combines LLM agents with a directed social…

Computation and Language · Computer Science 2025-10-28 Genglin Liu , Vivian Le , Salman Rahman , Elisa Kreiss , Marzyeh Ghassemi , Saadia Gabriel

Much of our modern digital infrastructure relies critically upon open sourced software. The communities responsible for building this cyberinfrastructure require maintenance and moderation, which is often supported by volunteer efforts.…

Human-Computer Interaction · Computer Science 2023-08-16 Jane Hsieh , Joselyn Kim , Laura Dabbish , Haiyi Zhu

Online communities are constantly growing, with dozens of platforms housing millions of users. Large and small communities alike rely on volunteer moderators to maintain order. Despite their key role, moderators are given a toolbox of…

Human-Computer Interaction · Computer Science 2025-09-24 Charlotte Lambert , Agam Goyal , Eunice Mok , Eshwar Chandrasekharan

Online communities serve as essential support channels for People Who Use Drugs (PWUD), providing access to peer support and harm reduction information. The moderation of these communities involves consequential decisions affecting member…

Human-Computer Interaction · Computer Science 2026-01-06 Kaixuan Wang , Loraine Clarke , Carl-Cyril J Dreue , Guancheng Zhou , Jason T. Jacques

Polarization is implicated in the erosion of democracy and the progression to violence, which makes the polarization properties of large algorithmic content selection systems (recommender systems) a matter of concern for peace and security.…

Information Retrieval · Computer Science 2021-07-13 Jonathan Stray

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

Effective content moderation systems require explicit classification criteria, yet online communities like subreddits often operate with diverse, implicit standards. This work introduces a novel approach to identify and extract these…

Computation and Language · Computer Science 2025-09-04 Youngwoo Kim , Himanshu Beniwal , Steven L. Johnson , Thomas Hartvigsen

Artificial Intelligence (AI) systems are increasingly placed in positions where their decisions have real consequences, e.g., moderating online spaces, conducting research, and advising on policy. Ensuring they operate in a safe and…

Artificial Intelligence · Computer Science 2025-05-09 Joel Z. Leibo , Alexander Sasha Vezhnevets , William A. Cunningham , Sébastien Krier , Manfred Diaz , Simon Osindero

Moderating user-generated content on online platforms is crucial for balancing user safety and freedom of speech. Particularly in the United States, platforms are not subject to legal constraints prescribing permissible content. Each…

Conversational moderation of online communities is crucial to maintaining civility for a constructive environment, but it is challenging to scale and harmful to moderators. The inclusion of sophisticated natural language generation modules…

Computation and Language · Computer Science 2024-05-07 Hyundong Cho , Shuai Liu , Taiwei Shi , Darpan Jain , Basem Rizk , Yuyang Huang , Zixun Lu , Nuan Wen , Jonathan Gratch , Emilio Ferrara , Jonathan May

The increasing scale and complexity of online platforms raises critical policy questions around harmful content, digital well-being, and user autonomy. Traditional content moderation systems rely on centralised, top-down rules, often…

Computers and Society · Computer Science 2026-05-05 Ewelina Gajewska , Michal Wawer , Katarzyna Budzynska , Jaroslaw A. Chudziak