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Related papers: Towards Aligning Personalized Conversational Recom…

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Privacy concerns and fears of unauthorized access in smart home devices often stem from misunderstandings about how data is collected, used, and protected. This study explores how AI-powered tools can offer innovative privacy protections…

Human-Computer Interaction · Computer Science 2025-09-18 Wael Albayaydh , Ivan Flechais , Rui Zhao , Jood Albayaydh

As conversational AI systems become more realistic and widely deployed, users are increasingly uncertain about whether they are interacting with a human or an AI system. When AI identity is unclear, users may unwittingly share sensitive…

Human-Computer Interaction · Computer Science 2026-03-19 Anna Gausen , Sarenne Wallbridge , Hannah Rose Kirk , Jennifer Williams , Christopher Summerfield

The interactive use of large language models (LLMs) in AI assistants (at work, home, etc.) introduces a new set of inference-time privacy risks: LLMs are fed different types of information from multiple sources in their inputs and are…

Artificial Intelligence · Computer Science 2024-07-02 Niloofar Mireshghallah , Hyunwoo Kim , Xuhui Zhou , Yulia Tsvetkov , Maarten Sap , Reza Shokri , Yejin Choi

Artificial intelligence safety research focuses on aligning individual language models with human values, yet deployed AI systems increasingly operate as interacting populations where social influence may override individual alignment. Here…

Physics and Society · Physics 2026-05-12 Giordano De Marzo , Alessandro Bellina , Claudio Castellano , Viola Priesemann , David Garcia

When users submit queries to Large Language Models (LLMs), their prompts can often contain sensitive data, forcing a difficult choice: Send the query to a powerful proprietary LLM providers to achieving state-of-the-art performance and risk…

Cryptography and Security · Computer Science 2026-04-21 Zheng Hui , Yijiang River Dong , Sanhanat Sivapiromrat , Ehsan Shareghi , Nigel Collier

The proliferation of LLM-based agents has led to increasing deployment of inter-agent collaboration for tasks like scheduling, negotiation, resource allocation etc. In such systems, privacy is critical, as agents often access proprietary…

Artificial Intelligence · Computer Science 2025-06-27 Gurusha Juneja , Alon Albalak , Wenyue Hua , William Yang Wang

Autonomous AI agents that can follow instructions and perform complex multi-step tasks have tremendous potential to boost human productivity. However, to perform many of these tasks, the agents need access to personal information from their…

Artificial Intelligence · Computer Science 2025-10-03 Arman Zharmagambetov , Chuan Guo , Ivan Evtimov , Maya Pavlova , Ruslan Salakhutdinov , Kamalika Chaudhuri

Current smartphone operating systems regulate application permissions by prompting users on an ask-on-first-use basis. Prior research has shown that this method is ineffective because it fails to account for context: the circumstances under…

Cryptography and Security · Computer Science 2017-03-08 Primal Wijesekera , Arjun Baokar , Lynn Tsai , Joel Reardon , Serge Egelman , David Wagner , Konstantin Beznosov

We argue that accountability mechanisms are needed in human-AI agent relationships to ensure alignment with user and societal interests. We propose a framework according to which AI agents' engagement is conditional on appropriate user…

Human-Computer Interaction · Computer Science 2025-10-28 Benjamin Lange , Geoff Keeling , Arianna Manzini , Amanda McCroskery

The technology of Conversational AI has made significant advancements over the last eighteen months. As a consequence, conversational agents are likely to be deployed in the near future that are designed to pursue targeted influence…

Human-Computer Interaction · Computer Science 2024-12-30 Louis Rosenberg

Recent advancements in generative large language models (LLMs) have enabled wider applicability, accessibility, and flexibility. However, their reliability and trustworthiness are still in doubt, especially for concerns regarding…

Computation and Language · Computer Science 2025-05-26 Haoran Li , Wenbin Hu , Huihao Jing , Yulin Chen , Qi Hu , Sirui Han , Tianshu Chu , Peizhao Hu , Yangqiu Song

This paper introduces a conversational interface system that enables participatory design of differentially private AI systems in public sector applications. Addressing the challenge of balancing mathematical privacy guarantees with…

Information Theory · Computer Science 2025-05-28 Wenjun Yang , Eyhab Al-Masri

Personal AI assistants are beginning to act as delegates with access to calendars, inboxes, and user preferences. Calendar scheduling makes the trust problem concrete: an assistant must coordinate with other assistants while deciding what…

Multiagent Systems · Computer Science 2026-05-29 Chelsea Zou , Yiheng Yao , Selena She , Noah Goodman , Robert D. Hawkins

Personalization has traditionally depended on platform-specific user models that are optimized for prediction but remain largely inaccessible to the people they describe. As LLM-based assistants increasingly mediate search, shopping,…

Information Retrieval · Computer Science 2026-04-23 Jiahao Liu , Mingzhe Han , Guanming Liu , Weihang Wang , Dongsheng Li , Hansu Gu , Peng Zhang , Tun Lu , Ning Gu

We study the problem of aligning a generative model's response with a user's preferences. Recent works have proposed several different formulations for personalized alignment; however, they either require a large amount of user preference…

Machine Learning · Computer Science 2025-11-06 Victor-Alexandru Pădurean , Parameswaran Kamalaruban , Nachiket Kotalwar , Alkis Gotovos , Adish Singla

Supporting users in protecting sensitive information when using conversational agents (CAs) is crucial, as users may undervalue privacy protection due to outdated, partial, or inaccurate knowledge about privacy in CAs. Although privacy…

Human-Computer Interaction · Computer Science 2026-03-23 Mohammad Hadi Nezhad , Francisco Enrique Vicente Castro , Ivon Arroyo

As AI systems become increasingly capable and influential, ensuring their alignment with human values, preferences, and goals has become a critical research focus. Current alignment methods primarily focus on designing algorithms and loss…

Computation and Language · Computer Science 2025-05-02 Min-Hsuan Yeh , Jeffrey Wang , Xuefeng Du , Seongheon Park , Leitian Tao , Shawn Im , Yixuan Li

Virtual assistants, also known as intelligent conversational systems such as Google's Virtual Assistant and Apple's Siri, interact with human-like responses to users' queries and finish specific tasks. Meanwhile, existing recommendation…

Information Retrieval · Computer Science 2019-01-08 Dimitrios Rafailidis , Yannis Manolopoulos

In the rapidly evolving field of artificial intelligence (AI) agents, designing the agent's characteristics is crucial for shaping user experience. This workshop aims to establish a research community focused on AI agent persona design for…

Human-Computer Interaction · Computer Science 2024-10-31 Nima Zargham , Mateusz Dubiel , Smit Desai , Thomas Mildner , Hanz-Joachim Belz

Romantic AI platforms invite intimate emotional disclosure, yet their data governance practices remain underexamined. This preliminary study analyses the Privacy Policies and Terms of Service of six Western and Chinese romantic AI…

Computers and Society · Computer Science 2026-02-26 Xiao Zhan , Yifan Xu , Rongjun Ma , Shijing He , Jose Luis Martin-Navarro , Jose Such