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Flagging mechanisms on social media platforms allow users to report inappropriate posts/accounts for review by content moderators. These reports are pivotal to platforms' efforts toward regulating norm violations. This paper examines how…

人机交互 · 计算机科学 2024-12-20 Yunhee Shim , Shagun Jhaver

Whenever a social media user decides to share a story, she is typically pleased to receive likes, comments, shares, or, more generally, feedback from her followers. As a result, she may feel compelled to use the feedback she receives to…

社会与信息网络 · 计算机科学 2019-09-20 Abir De , Adish Singla , Utkarsh Upadhyay , Manuel Gomez-Rodriguez

We consider the task of linking social media accounts that belong to the same author in an automated fashion on the basis of the content and metadata of their corresponding document streams. We focus on learning an embedding that maps…

社会与信息网络 · 计算机科学 2021-05-18 Aleem Khan , Elizabeth Fleming , Noah Schofield , Marcus Bishop , Nicholas Andrews

On social media algorithms for content promotion, accounting for users preferences, might limit the exposure to unsolicited contents. In this work, we study how the same contents (videos) are consumed on different platforms -- i.e. Facebook…

Social networks have triumphed in communicating people online, but they have also been exploited to launch influence operations for manipulating society. The deployment of software-controlled accounts (e.g., social bots) has proven to be…

社会与信息网络 · 计算机科学 2021-07-16 Javier Pastor-Galindo , Félix Gómez Mármol , Gregorio Martínez Pérez

An increasing number of regulations propose AI audits as a mechanism for achieving transparency and accountability for artificial intelligence (AI) systems. Despite some converging norms around various forms of AI auditing, auditing for the…

计算机与社会 · 计算机科学 2024-05-29 Khoa Lam , Benjamin Lange , Borhane Blili-Hamelin , Jovana Davidovic , Shea Brown , Ali Hasan

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…

计算机与社会 · 计算机科学 2023-02-17 Manoel Horta Ribeiro , Justin Cheng , Robert West

How can online communities execute a focused vision for their space? Curation offers one approach, where community leaders manually select content to share with the community. Curation enables leaders to shape a space that matches their…

人机交互 · 计算机科学 2023-08-29 Wanrong He , Mitchell L. Gordon , Lindsay Popowski , Michael S. Bernstein

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…

人机交互 · 计算机科学 2025-06-13 Shagun Jhaver , Alice Qian Zhang , Quanze Chen , Nikhila Natarajan , Ruotong Wang , Amy Zhang

Social media platforms continue to struggle with the growing presence of social bots-automated accounts that can influence public opinion and facilitate the spread of disinformation. Over time, these social bots have advanced significantly,…

社会与信息网络 · 计算机科学 2025-04-24 Edoardo Allegrini , Edoardo Di Paolo , Marinella Petrocchi , Angelo Spognardi

In this paper, we demonstrate how the state-of-the-art machine learning and text mining techniques can be used to build effective social media-based substance use detection systems. Since a substance use ground truth is difficult to obtain…

计算与语言 · 计算机科学 2017-06-02 Tao Ding , Warren K. Bickel , Shimei Pan

We argue that governments should mandate a three-tier anonymity framework on social-media platforms as a reactionary measure prompted by the ease-of-production of deepfakes and large-language-model-driven misinformation. The tiers are…

社会与信息网络 · 计算机科学 2026-02-11 David Khachaturov , Roxanne Schnyder , Robert Mullins

The idea that social media platforms like Twitter are inhabited by vast numbers of social bots has become widely accepted in recent years. Social bots are assumed to be automated social media accounts operated by malicious actors with the…

社会与信息网络 · 计算机科学 2022-07-26 Florian Gallwitz , Michael Kreil

Modern social media platforms, such as TikTok, Facebook, and YouTube, rely on recommendation systems to personalize content for users based on user interactions with endless streams of content, such as "For You" pages. However, these…

机器学习 · 计算机科学 2025-02-14 Hieu Le , Salma Elmalaki , Zubair Shafiq , Athina Markopoulou

Researchers and journalists have repeatedly shown that algorithms commonly used in domains such as credit, employment, healthcare, or criminal justice can have discriminatory effects. Some organizations have tried to mitigate these effects…

计算机与社会 · 计算机科学 2022-06-01 Piotr Sapiezynski , Avijit Ghosh , Levi Kaplan , Aaron Rieke , Alan Mislove

Recommender systems can be found everywhere today, shaping our everyday experience whenever we're consuming content, ordering food, buying groceries online, or even just reading the news. Let's imagine we're in the process of building a…

信息检索 · 计算机科学 2025-07-17 Cécile Logé

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…

机器学习 · 计算机科学 2025-07-29 Saba Ahmadi , Avrim Blum , Haifeng Xu , Fan Yao

Recommender systems often rely on models which are trained to maximize accuracy in predicting user preferences. When the systems are deployed, these models determine the availability of content and information to different users. The gap…

机器学习 · 计算机科学 2021-02-02 Sarah Dean , Sarah Rich , Benjamin Recht

We tackle the challenge of topic classification of tweets in the context of analyzing a large collection of curated streams by news outlets and other organizations to deliver relevant content to users. Our approach is novel in applying…

信息检索 · 计算机科学 2017-04-25 Salman Mohammed , Nimesh Ghelani , Jimmy Lin

Facebook uses Artificial Intelligence for targeting users with advertisements based on the events in which they engage like sharing, liking, making comments, posts by a friend, a group creation, etcetera. Each user interacts with these…

社会与信息网络 · 计算机科学 2018-11-29 Sarang Mahajan , Amey Kasar