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Recent evidence, both in the lab and in the wild, suggests that the use of generative artificial intelligence reduces the diversity of content produced. The use of the same or similar AI models appears to lead to more homogeneous behavior.…

Computer Science and Game Theory · Computer Science 2025-10-20 Manish Raghavan

We study the impact of content moderation policies in online communities. In our theoretical model, a platform chooses a content moderation policy and individuals choose whether or not to participate in the community according to the…

Data Structures and Algorithms · Computer Science 2023-10-17 Cynthia Dwork , Chris Hays , Jon Kleinberg , Manish Raghavan

Artificial Intelligence Generated Content (AIGC) technology development has facilitated the creation of rumors with misinformation, impacting societal, economic, and political ecosystems, challenging democracy. Current rumor detection…

Artificial Intelligence · Computer Science 2024-11-19 Junhao Xu , Longdi Xian , Zening Liu , Mingliang Chen , Qiuyang Yin , Fenghua Song

Recent years have witnessed remarkable advances in artificial intelligence generated content(AIGC), with diverse input modalities, e.g., text, image, video, audio and 3D. The 3D is the most close visual modality to real-world 3D environment…

Computer Vision and Pattern Recognition · Computer Science 2024-03-20 Jian Liu , Xiaoshui Huang , Tianyu Huang , Lu Chen , Yuenan Hou , Shixiang Tang , Ziwei Liu , Wanli Ouyang , Wangmeng Zuo , Junjun Jiang , Xianming Liu

Making online social communities 'better' is a challenging undertaking, as online communities are extraordinarily varied in their size, topical focus, and governance. As such, what is valued by one community may not be valued by another.…

Social and Information Networks · Computer Science 2022-05-11 Galen Weld , Amy X. Zhang , Tim Althoff

Generative AI is quickly becoming an integral part of people's everyday workflows. Early evidence has shown that while generative AI can increase individual-level productivity, it does so at the cost of collective diversity, potentially…

Human-Computer Interaction · Computer Science 2026-04-07 Nathanael Jo , Manish Raghavan

Recommender systems typically retrieve items from an item corpus for personalized recommendations. However, such a retrieval-based recommender paradigm faces two limitations: 1) the human-generated items in the corpus might fail to satisfy…

Information Retrieval · Computer Science 2024-02-27 Wenjie Wang , Xinyu Lin , Fuli Feng , Xiangnan He , Tat-Seng Chua

The widespread adoption of conversational AI platforms has introduced new security and privacy risks. While these risks and their mitigation strategies have been extensively researched from a technical perspective, users' perceptions of…

Cryptography and Security · Computer Science 2025-05-19 Mutahar Ali , Arjun Arunasalam , Habiba Farrukh

AI-generated content (AIGC) methods aim to produce text, images, videos, 3D assets, and other media using AI algorithms. Due to its wide range of applications and the potential of recent works, AIGC developments -- especially in Machine…

Computer Vision and Pattern Recognition · Computer Science 2025-01-22 Lin Geng Foo , Hossein Rahmani , Jun Liu

This paper analyzes the community safety guidelines of five text-to-image (T2I) generation platforms and audits five T2I models, focusing on prompts related to the representation of humans in areas that might lead to societal stigma. While…

Computers and Society · Computer Science 2024-09-27 Piera Riccio , Georgina Curto , Nuria Oliver

With the growing prevalence of generative artificial intelligence (AI), an increasing amount of content is no longer exclusively generated by humans but by generative AI models with human guidance. This shift presents notable challenges for…

Computers and Society · Computer Science 2025-02-14 Yueqi Xie , Tao Qi , Jingwei Yi , Xiyuan Yang , Ryan Whalen , Junming Huang , Qian Ding , Yu Xie , Xing Xie , Fangzhao Wu

Rules are a critical component of the functioning of nearly every online community, yet it is challenging for community moderators to make data-driven decisions about what rules to set for their communities. The connection between a…

Social and Information Networks · Computer Science 2025-04-16 Leon Leibmann , Galen Weld , Amy X. Zhang , Tim Althoff

The advent of ChatGPT has sparked over a year of regulatory frenzy. However, few existing studies have rigorously questioned the assumption that, if left unregulated, AI chatbot's output would inflict tangible, severe real harm on human…

Computers and Society · Computer Science 2024-11-20 Jiawei Zhang

Effective content moderation in online communities is often a delicate balance between maintaining content quality and fostering user participation. In this paper, we introduce post guidance, a novel approach to community moderation that…

Computers and Society · Computer Science 2025-01-14 Manoel Horta Ribeiro , Robert West , Ryan Lewis , Sanjay Kairam

Recent advances in artificial intelligence (AI), coupled with a surge in training data, have led to the widespread use of AI for digital content generation, with ChatGPT serving as a representative example. Despite the increased efficiency…

Artificial Intelligence · Computer Science 2023-03-28 Jiacheng Wang , Hongyang Du , Dusit Niyato , Zehui Xiong , Jiawen Kang , Shiwen Mao , Xuemin , Shen

The growing popularity of generative artificial intelligence (AI) chatbots such as ChatGPT is having transformative effects on social media. As the prevalence of AI-generated content grows, concerns have been raised regarding privacy and…

Human-Computer Interaction · Computer Science 2024-01-10 Dhruv Ramu , Rishab Jain , Aditya Jain

AI-generated content (AIGC), such as advertisement copy, product descriptions, and social media posts, is becoming ubiquitous in business practices. However, the value of AI-generated metadata, such as titles, remains unclear on…

General Economics · Economics 2024-12-25 Xinyi Zhang , Chenshuo Sun , Renyu Zhang , Khim-Yong Goh

Online social media platforms use automated moderation systems to remove or reduce the visibility of rule-breaking content. While previous work has documented the importance of manual content moderation, the effects of automated content…

Computers and Society · Computer Science 2023-02-17 Manoel Horta Ribeiro , Justin Cheng , Robert West

Social media are shifting towards pluralism -- community-governed platforms where groups define their own norms. What violates rules in one community may be perfectly acceptable in another. Can AI models help moderate such pluralistic…

Computation and Language · Computer Science 2026-05-19 Zoher Kachwala , Bao Tran Truong , Rasika Muralidharan , Haewoon Kwak , Jisun An , Filippo Menczer

Generative AI tools are increasingly entering academic peer review workflows, raising questions about fairness, accountability, and the legitimacy of evaluative judgment. While these systems promise efficiency gains amid growing reviewer…

Computers and Society · Computer Science 2026-03-24 Tatiana Chakravorti , Pranav Narayanan Venkit , Sourojit Ghosh , Sarah Rajtmajer