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This Article argues that conversations with companion chatbot should be subject to a clear structural distinction between commercial and non-commercial contexts. The insertion of undisclosed promotional content into affective or relational…

Computers and Society · Computer Science 2026-04-28 Mauricio Figueroa

Effective ideation requires both broad exploration of diverse ideas and deep evaluation of their potential. Generative AI can support such processes, but current tools typically emphasize either generating many ideas or supporting in-depth…

Human-Computer Interaction · Computer Science 2025-10-01 Yaqing Yang , Vikram Mohanty , Yan-Ying Chen , Matthew K. Hong , Nikolas Martelaro , Aniket Kittur

Generative AI systems are increasingly embedded in everyday life, yet empirical understanding of how psychological risk associated with AI use emerges, is experienced, and is regulated by users remains limited. We present a large-scale…

Computation and Language · Computer Science 2026-02-11 Jianfeng Zhu , Karin G. Coifman , Ruoming Jin

Conversational chatbots are Artificial Intelligence (AI)-powered applications that assist users with various tasks by responding in natural language and are prevalent across different industries. Most of the chatbots that we encounter on…

Human-Computer Interaction · Computer Science 2020-12-17 Sarada Devaram

Although AI assistants are now deeply embedded in society, there has been limited empirical study of how their usage affects human empowerment. We present the first large-scale empirical analysis of disempowerment patterns in real-world AI…

Computers and Society · Computer Science 2026-01-28 Mrinank Sharma , Miles McCain , Raymond Douglas , David Duvenaud

Suicide is recognized as one of the most serious concerns in the modern society. Suicide causes tragedy that affects countries, communities, and families. There are many factors that lead to suicidal ideations. Early detection of suicidal…

Human-Computer Interaction · Computer Science 2024-01-03 Nelly Elsayed , Zag ElSayed , Murat Ozer

Empathy is a vital factor that contributes to mutual understanding, and joint problem-solving. In recent years, a growing number of studies have recognized the benefits of empathy and started to incorporate empathy in conversational…

Computation and Language · Computer Science 2023-10-13 Aravind Sesagiri Raamkumar , Yinping Yang

To enable personalized and context-aware interactions, conversational AI systems have introduced a new mechanism: Memory. Memory creates what we refer to as the Algorithmic Self-portrait - a new form of personalization derived from users'…

Frontline humanitarian negotiators are increasingly exploring ways to use AI tools in their workflows. However, current AI-tools in negotiation primarily focus on outcomes, neglecting crucial aspects of the negotiation process. Through…

Human-Computer Interaction · Computer Science 2024-10-15 ZIlin Ma , Yiyang Mei , Claude Bruderlein , Krzysztof Z. Gajos , Weiwei Pan

Domestic Violence (DV) is a pervasive public health problem characterized by patterns of coercive and abusive behavior within intimate relationships. With the rise of social media as a key outlet for DV victims to disclose their…

Social and Information Networks · Computer Science 2026-05-20 Kanlun Wang , Zhe Fu , Wangjiaxuan Xin , Lina Zhou , Shashi Kiran Chandrappa

Generative AI tools are increasingly used for coursework help, shifting much of students' help-seeking and reasoning into student-AI chats that are largely invisible to instructors. This loss of visibility can weaken instructors' ability to…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Baofeng Ren , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Alignment research on large language models (LLMs) increasingly depends on understanding how these systems are used in everyday contexts. Yet naturalistic interaction data is difficult to access due to privacy constraints and platform…

Human-Computer Interaction · Computer Science 2026-03-24 Cathy Mengying Fang , Sheer Karny , Chayapatr Archiwaranguprok , Yasith Samaradivakara , Pat Pataranutaporn , Pattie Maes

Millions of users turn to consumer AI chatbots to discuss mental health and behavioral concerns. While this presents unprecedented opportunities to deliver population-level support, it also highlights an urgent need for rigorous and…

Neurons and Cognition · Quantitative Biology 2026-03-10 Veith Weilnhammer , Kevin YC Hou , Lennart Luettgau , Christopher Summerfield , Raymond Dolan , Matthew M Nour

Organizations started to adopt differential privacy (DP) techniques hoping to persuade more users to share personal data with them. However, many users do not understand DP techniques, thus may not be willing to share. Previous research…

Human-Computer Interaction · Computer Science 2022-08-05 Jingyu Jia , Zikai Alex Wen , Zheli Liu , Changyu Dong

In differentially private (DP) machine learning, the privacy guarantees of DP mechanisms are often reported and compared on the basis of a single $(\varepsilon, \delta)$-pair. This practice overlooks that DP guarantees can vary…

Cryptography and Security · Computer Science 2025-05-06 Georgios Kaissis , Stefan Kolek , Borja Balle , Jamie Hayes , Daniel Rueckert

Conversation agents, commonly referred to as chatbots, are increasingly deployed in many domains to allow people to have a natural interaction while trying to solve a specific problem. Given their widespread use, it is important to provide…

Social and Information Networks · Computer Science 2020-10-13 Biplav Srivastava , Francesca Rossi , Sheema Usmani , and Mariana Bernagozzi

Dialogue agents that interact with humans in situated environments need to manage referential ambiguity across multiple modalities and ask for help as needed. However, it is not clear what kinds of questions such agents should ask nor how…

Computation and Language · Computer Science 2021-10-14 Felix Gervits , Gordon Briggs , Antonio Roque , Genki A. Kadomatsu , Dean Thurston , Matthias Scheutz , Matthew Marge

As AI chatbots shift from tools to companions, critical questions arise: who controls the conversation in human-AI chatrooms? This paper explores perceived human and AI agency in sustained conversation. We report a month-long longitudinal…

Human-Computer Interaction · Computer Science 2026-04-15 Bhada Yun , Evgenia Taranova , April Yi Wang

As AI technologies progress, social acceptance of AI agents, including intelligent virtual agents and robots, is becoming even more important for more applications of AI in human society. One way to improve the relationship between humans…

Human-Computer Interaction · Computer Science 2023-05-12 Takahiro Tsumura , Seiji Yamada

People navigate complex environments using cues, heuristics, and other strategies, which are often adaptive in stable settings. However, as AI increasingly permeates society's information environments, those become more adaptive and…

Human-Computer Interaction · Computer Science 2026-02-03 Ezequiel Lopez-Lopez , Christoph M. Abels , Philipp Lorenz-Spreen , Stephan Lewandowsky , Stefan M. Herzog