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Algorithms have played a central role in personalized recommendations on social media. However, they also present significant obstacles for content creators trying to predict and manage their audience reach. This issue is particularly…

Human-Computer Interaction · Computer Science 2025-03-05 Ruyuan Wan , Lingbo Tong , Tiffany Knearem , Toby Jia-Jun Li , Ting-Hao 'Kenneth' Huang , Qunfang Wu

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…

Computers and Society · Computer Science 2024-05-12 Sarah H. Cen , Andrew Ilyas , Jennifer Allen , Hannah Li , Aleksander Madry

This paper, submitted to the special track on resources for teaching AI in K-12, presents an explainable AI (XAI) education tool designed for K-12 classrooms, particularly for students in grades 4-9. The tool was designed for interventions…

Computers and Society · Computer Science 2024-12-19 Nicolas Pope , Juho Kahila , Henriikka Vartiainen , Mohammed Saqr , Sonsoles Lopez-Pernas , Teemu Roos , Jari Laru , Matti Tedre

Artificial Intelligence (AI) systems are frequently employed in online services to provide personalized experiences to users based on large collections of data. However, AI systems can be designed in different ways, with black-box AI…

Machine Learning · Computer Science 2025-02-28 Julian Rosenberger , Sophie Kuhlemann , Verena Tiefenbeck , Mathias Kraus , Patrick Zschech

This paper introduces a dataset that is the result of a user study on the comprehensibility of explainable artificial intelligence (XAI) algorithms. The study participants were recruited from 149 candidates to form three groups representing…

Social media platforms struggle to protect users from harmful content through content moderation. These platforms have recently leveraged machine learning models to cope with the vast amount of user-generated content daily. Since moderation…

Machine Learning · Computer Science 2023-01-27 Donghyun Son , Byounggyu Lew , Kwanghee Choi , Yongsu Baek , Seungwoo Choi , Beomjun Shin , Sungjoo Ha , Buru Chang

Against the backdrop of a social media reckoning, this paper seeks to demonstrate the potential of social tools to build virtuous behaviours online. We must assume that human behaviour is flawed, the truth can be elusive, and as communities…

Social and Information Networks · Computer Science 2021-02-16 Susannah Kate Devitt , Tamara Rose Pearce , Alok Kumar Chowdhury , Kerrie Mengersen

Bluesky is a new social network built upon the AT Protocol, a decentralized foundation for public social media. It was launched in private beta in February 2023, and has grown to over 10 million registered users by October 2024. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-18 Martin Kleppmann , Paul Frazee , Jake Gold , Jay Graber , Daniel Holmgren , Devin Ivy , Jeromy Johnson , Bryan Newbold , Jaz Volpert

Generative AI chatbots enable personalized problem-solving, but effective learning requires students to self-regulate both how they seek help and how they use AI-generated responses. Considering engagement modes across these two actions…

Human-Computer Interaction · Computer Science 2026-04-23 Hyoungwook Jin , Minju Yoo , Jieun Han , Zixin Chen , So-Yeon Ahn , Xu Wang

The boom of online social media and microblogging platforms has rapidly alter the way we consume news and exchange opinions. Even though considerable efforts try to recommend various contents to users, loss of information diversity and the…

Social and Information Networks · Computer Science 2020-03-05 Yong Min , Tingjun Jiang , Cheng Jin , Qu Li , Xiaogang Jin

Algorithms increasingly serve as information mediators--from social media feeds and targeted advertising to the increasing ubiquity of LLMs. This engenders a joint process where agents combine private, algorithmically-mediated signals with…

Systems and Control · Electrical Eng. & Systems 2026-02-06 Raghu Arghal , Kevin He , Shirin Saeedi Bidokhti , Saswati Sarkar

This paper presents a new approach to select events of interest to a user in a social media setting where events are generated by the activities of the user's friends through their mobile devices. We argue that given the unique requirements…

Machine Learning · Computer Science 2012-08-15 Alvin Cheung , Armando Solar-Lezama , Samuel Madden

Natural interaction with recommendation and personalized search systems has received tremendous attention in recent years. We focus on the challenge of supporting people's understanding and control of these systems and explore a…

Information Retrieval · Computer Science 2022-05-20 Filip Radlinski , Krisztian Balog , Fernando Diaz , Lucas Dixon , Ben Wedin

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

How can we better understand the mechanisms behind multi-turn information seeking dialogues? How can we use these insights to design a dialogue system that does not require explicit query formulation upfront as in question answering? To…

Information Retrieval · Computer Science 2020-12-08 Svitlana Vakulenko , Vadim Savenkov , Maarten de Rijke

Feed recommendation allows users to constantly browse items until feel uninterested and leave the session, which differs from traditional recommendation scenarios. Within a session, user's decision to continue browsing or not substantially…

Information Retrieval · Computer Science 2023-01-12 Luo Ji , Gao Liu , Mingyang Yin , Hongxia Yang

With the widespread adoption of social media sites like Twitter and Facebook, there has been a shift in the way information is produced and consumed. Earlier, the only producers of information were traditional news organizations, which…

Social and Information Networks · Computer Science 2017-10-19 Juhi Kulshrestha , Muhammad Bilal Zafar , Lisette Espin-Noboa , Krishna P. Gummadi , Saptarshi Ghosh

In the last decade, social networks became most popular medium for communication and interaction. As an example, micro-blogging service Twitter has more than 200 million registered users who exchange more than 65 million posts per day.…

Information Retrieval · Computer Science 2020-01-29 Qadri Mishael , Aladdin Ayesh

As e-commerce rapidly integrates artificial intelligence for content creation and product recommendations, these technologies offer significant benefits in personalization and efficiency. AI-driven systems automate product descriptions,…

Computers and Society · Computer Science 2025-06-24 Aditi Madhusudan Jain , Ayush Jain

As AI systems increasingly exhibit autonomous, goal-directed, and long-horizon behavior, users lack a standardized way to detect the degree to which a system functions like an intentional actor for governance and accountability purposes.…

Artificial Intelligence · Computer Science 2026-05-08 Allessia Chiappetta , Robert Mahari
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