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Interactions with AI assistants are increasingly personalized to individual users. As AI personalization is dynamic and machine-learning-driven, we have limited understanding of how personalization affects interaction outcomes and user…

Human-Computer Interaction · Computer Science 2026-02-18 Maximilian Eder , Clemens Lechner , Maurice Jakesch

Humans must flexibly arbitrate between exploring alternatives and exploiting learned strategies, yet they frequently exhibit maladaptive persistence by continuing to execute failing strategies despite accumulating negative evidence. Here we…

Machine Learning · Computer Science 2026-03-24 Zhipeng Zhang , Hongshun He

We demonstrate that effortlessly accessible digital records of behavior such as Facebook Likes can be obtained and utilized to automatically distinguish a wide range of highly delicate personal traits including: life satisfaction, cultural…

Social and Information Networks · Computer Science 2025-09-04 Raad Bin Tareaf , Philipp Berger , Patrick Hennig , Christoph Meinel

Trust computation is crucial for ensuring the security of the Internet of Things (IoT). However, current trust-based mechanisms for IoT have limitations that impact data security. Sliding window-based trust schemes cannot ensure reliable…

Cryptography and Security · Computer Science 2025-09-09 Muhammad Ibn Ziauddin , Rownak Rahad Rabbi , SM Mehrab , Fardin Faiyaz , Mosarrat Jahan

In AI-assisted decision-making, it is critical for human decision-makers to know when to trust AI and when to trust themselves. However, prior studies calibrated human trust only based on AI confidence indicating AI's correctness likelihood…

Human-Computer Interaction · Computer Science 2023-01-18 Shuai Ma , Ying Lei , Xinru Wang , Chengbo Zheng , Chuhan Shi , Ming Yin , Xiaojuan Ma

Identifying and quantifying factors influencing human decision making remains an outstanding challenge, impacting the performance and predictability of social and technological systems. In many cases, system failures are traced to human…

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

Research has shown that trust is an essential aspect of human-computer interaction directly determining the degree to which the person is willing to use a system. An automatic prediction of the level of trust that a user has on a certain…

Human-Computer Interaction · Computer Science 2021-02-19 Lara Gauder , Leonardo Pepino , Pablo Riera , Silvina Brussino , Jazmín Vidal , Agustín Gravano , Luciana Ferrer

Biometrics is used to authenticate an individual based on physiological or behavioral traits. Mouse dynamics is an example of a behavioral biometric that can be used to perform continuous authentication as protection against security…

Signal Processing · Electrical Eng. & Systems 2023-12-05 Sultan Almalki , Prosenjit Chatterjee , Kaushik Roy

Our goal is to model and experimentally assess trust evolution to predict future beliefs and behaviors of human-robot teams in dynamic environments. Research suggests that maintaining trust among team members in a human-robot team is vital…

Robotics · Computer Science 2025-11-12 Dong Hae Mangalindan , Ericka Rovira , Vaibhav Srivastava

The increasing use of artificial intelligence (AI) systems in our daily life through various applications, services, and products explains the significance of trust/distrust in AI from a user perspective. AI-driven systems (as opposed to…

Computers and Society · Computer Science 2024-04-05 Saleh Afroogh , Ali Akbari , Evan Malone , Mohammadali Kargar , Hananeh Alambeigi

The human capacity for working together and with tools builds on cognitive abilities that, while not unique to humans, are most developed in humans both in scale and plasticity. Our capacity to engage with collaborators and with technology…

Physics and Society · Physics 2025-03-17 M. Burgess , R. I. M. Dunbar

Could belief in AI predictions be just another form of superstition? This study investigates psychological factors that influence belief in AI predictions about personal behavior, comparing it to belief in astrology- and personality-based…

Human-Computer Interaction · Computer Science 2024-12-20 Eunhae Lee , Pat Pataranutaporn , Judith Amores , Pattie Maes

Diverse disciplines are interested in how the coordination of interacting agents' movements, emotions, and physiology over time impacts social behavior. Here, we describe a new multivariate procedure for automating the investigation of this…

Human-Computer Interaction · Computer Science 2022-01-14 Adrien Meynard , Gayan Seneviratna , Elliot Doyle , Joyanne Becker , Hau-Tieng Wu , Jana Schaich Borg

Trust is essential in shaping human interactions with one another and with robots. This paper discusses how human trust in robot capabilities transfers across multiple tasks. We first present a human-subject study of two distinct task…

Robotics · Computer Science 2021-08-27 Harold Soh , Yaqi Xie , Min Chen , David Hsu

Identifying factors that affect human decision making and quantifying their influence remain essential and challenging tasks for the design and implementation of social and technological communication systems. We report results of a…

Physics and Society · Physics 2016-12-02 Chantal Nguyen , Fangqiu Han , Kimberly J. Schlesinger , Izzeddin Gür , Jean M. Carlson

We propose a novel trust metric for social networks which is suitable for application in recommender systems. It is personalised and dynamic and allows to compute the indirect trust between two agents which are not neighbours based on the…

Computers and Society · Computer Science 2009-05-09 Frank E. Walter , Stefano Battiston , Frank Schweitzer

Machine learning methods are widely used by researchers to predict psychological characteristics from digital records. To find out whether automatic personality estimates retain the properties of the original traits, we reviewed 220 recent…

Machine Learning · Computer Science 2021-03-18 Pavel Novikov , Larisa Mararitsa , Victor Nozdrachev

Dyadic and small group collaboration is an evolutionary advantageous behaviour and the need for such collaboration is a regular occurrence in day to day life. In this paper we estimate the perceived personality traits of individuals in…

Human-Computer Interaction · Computer Science 2022-11-10 Kristian Fenech , Ádám Fodor , Sean P. Bergeron , Rachid R. Saboundji , Catharine Oertel , András Lőrincz

In this paper, we present an approach for predicting trust links between peers in social media, one that is grounded in the artificial intelligence area of multiagent trust modeling. In particular, we propose a data-driven multi-faceted…

Social and Information Networks · Computer Science 2021-11-15 Alexandre Parmentier , Robin Cohen , Xueguang Ma , Gaurav Sahu , Queenie Chen
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