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In this position paper, we discuss the merits of simulating privacy dynamics in recommender systems. We study this issue at hand from two perspectives: Firstly, we present a conceptual approach to integrate privacy into recommender system…

Information Retrieval · Computer Science 2021-09-15 Peter Müllner , Elisabeth Lex , Dominik Kowald

Individuals increasingly face an overwhelming number of tasks and decisions. To cope with the new reality, there is growing research interest in developing intelligent agents that can effectively assist people across various aspects of…

Human-Computer Interaction · Computer Science 2025-09-11 Meihe Xu , Aurelia Tamò-Larrieux , Arianna Rossi

The privacy of personal information is an important issue affecting the confidence of internet users. The widespread adoption of online social networks and access to these platforms using mobile devices has encouraged developers to make the…

Computers and Society · Computer Science 2013-07-17 Nahier Aldhafferi , Charles Watson , A. S. M Sajeev

Ensuring privacy of users of social networks is probably an unsolvable conundrum. At the same time, an informed use of the existing privacy options by the social network participants may alleviate - or even prevent - some of the more…

Cryptography and Security · Computer Science 2016-02-08 Kambiz Ghazinour , Stan Matwin , Marina Sokolova

We are entering an era in which individuals and organizations increasingly deploy dedicated AI agents that interact and collaborate with other agents. However, the dynamics of multi-agent collaboration under privacy constraints remain…

Artificial Intelligence · Computer Science 2026-04-14 Minjun Park , Donghyun Kim , Hyeonjong Ju , Seungwon Lim , Dongwook Choi , Taeyoon Kwon , Minju Kim , Jinyoung Yeo

Multi-agent systems - systems with multiple independent AI agents working together to achieve a common goal - are becoming increasingly prevalent in daily life. Drawing inspiration from the phenomenon of human group social influence, we…

Artificial Intelligence · Computer Science 2025-09-25 Tianqi Song , Yugin Tan , Zicheng Zhu , Yibin Feng , Yi-Chieh Lee

In modern information systems different information features, about the same individual, are often collected and managed by autonomous data collection services that may have different privacy policies. Answering many end-users' legitimate…

Databases · Computer Science 2020-01-08 Mahmoud Barhamgi , Charith Perera , Chia-Mu Yu , Djamal Benslimane , David Camacho , Christine Bonnet

The current business model for existing recommender services is centered around the availability of users' personal data at their side whereas consumers have to trust that the recommender service providers will not use their data in a…

Cryptography and Security · Computer Science 2014-11-17 Ahmed M. Elmisery , Seungmin Rho , Dmitri Botvich

It is becoming increasingly clear that users should own and control their data. Utility providers are also becoming more interested in guaranteeing data privacy. As such, users and utility providers should collaborate in data privacy, a…

Machine Learning · Statistics 2018-05-22 Martin Bertran , Natalia Martinez , Afroditi Papadaki , Qiang Qiu , Miguel Rodrigues , Guillermo Sapiro

Many real incidents demonstrate that users of Online Social Networks need mechanisms that help them manage their interactions by increasing the awareness of the different contexts that coexist in Online Social Networks and preventing them…

Social and Information Networks · Computer Science 2016-06-14 Natalia Criado , Jose M. Such

Shared experiences are fundamental to social connection, yet media consumption is increasingly solitary. While AI companions offer real-time reactions and emotional regulation, existing systems either rely on single-agent designs or lack…

Human-Computer Interaction · Computer Science 2026-03-10 Yiyang Wang , Chen Chen , Tica Lin , Vishnu Raj , Josh Kimball , Alex Cabral , Josiah Hester

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

Participatory Sensing is an emerging computing paradigm that enables the distributed collection of data by self-selected participants. It allows the increasing number of mobile phone users to share local knowledge acquired by their…

Cryptography and Security · Computer Science 2013-02-11 Emiliano De Cristofaro , Claudio Soriente

Recommender systems are essential for personalizing digital experiences on e-commerce sites, streaming services, and social media platforms. While these systems are necessary for modern digital interactions, they face fairness, bias,…

Information Retrieval · Computer Science 2024-09-20 Falguni Roy , Xiaofeng Ding , K. -K. R. Choo , Pan Zhou

Current methods for authentication and key agreement based on public-key cryptography are vulnerable to quantum computing. We propose a novel approach based on artificial intelligence research in which communicating parties are viewed as…

Cryptography and Security · Computer Science 2021-07-12 Ibrahim H. Ahmed , Josiah P. Hanna , Elliot Fosong , Stefano V. Albrecht

Mobile apps offer significant benefits, but their privacy protections often remain ineffective and confusing for users. While prior work mainly analyzes app privacy vulnerabilities, few approaches help users understand, set, and enforce…

Cryptography and Security · Computer Science 2026-04-28 Tran Thanh Lam Nguyen , Edoardo Di Tullio , Barbara Carminati , Elena Ferrari

As AI agents increasingly operate in complex environments, ensuring reliable, context-aware privacy is critical for regulatory compliance. Traditional access controls are insufficient because privacy risks often arise after access is…

Online social networks have enabled new methods and modalities of collaboration and sharing. These advances bring privacy concerns: online social data is more accessible and persistent and simultaneously less contextualized than traditional…

Social and Information Networks · Computer Science 2014-06-11 Tehila Minkus , Nasir Memon

Transparency regarding the processing of personal data in online services is a necessary precondition for informed decisions on whether or not to share personal data. In this paper, we argue that privacy interfaces shall incorporate the…

Software Engineering · Computer Science 2023-04-18 Elias Grünewald , Johannes M. Halkenhäußer , Nicola Leschke , Johanna Washington , Cristina Paupini , Frank Pallas

With the increasing awareness of privacy and the deployment of legislations in various multi-agent system application domains such as power systems and intelligent transportation, the privacy protection problem for multi-agent systems is…

Systems and Control · Electrical Eng. & Systems 2024-03-06 Yongqiang Wang