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This paper examines how graduate students develop frameworks for evaluating machine-generated expertise in web-based interactions with large language models (LLMs). Through a qualitative study combining surveys, LLM interaction transcripts,…

Human-Computer Interaction · Computer Science 2025-04-28 Celia Chen , Alex Leitch

With the growing deployment of Vision-Language Models (VLMs), pre-trained on large image-text and video-text datasets, it is critical to equip users with the tools to discern when to trust these systems. However, examining how user trust in…

Human-Computer Interaction · Computer Science 2025-11-18 Agnese Chiatti , Lara Piccolo , Sara Bernardini , Matteo Matteucci , Viola Schiaffonati

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

Under consideration are the general set of Human computer Interaction (HCI) and Educational principles from prominent authors in the field and the construction of a system for evaluating Virtual Learning Environments (VLEs) with respect to…

Human-Computer Interaction · Computer Science 2007-05-23 Vita Hinze-Hoare

The integration of Artificial Intelligence (AI) into education is a recent development, with chatbots emerging as a noteworthy addition to this transformative landscape. As online learning platforms rapidly advance, students need to adapt…

Human-Computer Interaction · Computer Science 2023-11-08 Md Rabiul Hasan , Nahian Ismail Chowdhury , Md Hadisur Rahman , Md Asif Bin Syed , JuHyeong Ryu

Student success models might be prone to develop weak spots, i.e., examples hard to accurately classify due to insufficient representation during model creation. This weakness is one of the main factors undermining users' trust, since model…

Machine Learning · Computer Science 2022-12-19 Roberta Galici , Tanja Käser , Gianni Fenu , Mirko Marras

Trust and reliance are often treated as coupled constructs in human-AI interaction research, with the assumption that calibrating trust will lead to appropriate reliance. We challenge this assumption in educational contexts, where students…

Human-Computer Interaction · Computer Science 2026-01-26 Olivia Pal , Veda Duddu , Agam Goyal , Drishti Goel , Koustuv Saha

Federated Learning (FL) has emerged as a significant advancement in the field of Artificial Intelligence (AI), enabling collaborative model training across distributed devices while maintaining data privacy. As the importance of FL…

Artificial Intelligence · Computer Science 2023-05-22 Asadullah Tariq , Mohamed Adel Serhani , Farag Sallabi , Tariq Qayyum , Ezedin S. Barka , Khaled A. Shuaib

Metaverse can be applied in several aspects of life such as the Economy, finance, social life, working environment, healthcare, real estate, and education. In the last 2 and a half years, during the COVID-19 pandemic, universities made…

Social and Information Networks · Computer Science 2023-02-07 Nikolaos Misirlis , Harris Bin Munawar

The rapid integration of AI into education has prioritized capability over trustworthiness, creating significant risks. Real-world deployments reveal that even advanced models are insufficient without extensive architectural scaffolding to…

Computers and Society · Computer Science 2026-01-13 Abu Syed

Curiosity is a vital metacognitive skill in educational contexts. Yet, little is known about how social factors influence curiosity in group work. We argue that curiosity is evoked not only through individual, but also interpersonal…

Human-Computer Interaction · Computer Science 2017-10-24 Tanmay Sinha , Zhen Bai , Justine Cassell

The study explores the potential of AI technologies in personalized learning, suggesting the prediction of academic success through leadership personality traits and machine learning modelling. The primary data were obtained from 129…

Artificial Intelligence · Computer Science 2025-10-24 Nitsa J Herzog , Rejwan Bin Sulaiman , David J Herzog , Rose Fong

Online social networks facilitate user engagement and information sharing but are also rife with misinformation and deception. Research on trust modeling in online social networks focuses on developing computational models or algorithms to…

Social and Information Networks · Computer Science 2026-03-13 Wenting Song , K. Suzanne Barber

This study explores the dynamics of trust in artificial intelligence (AI) agents, particularly large language models (LLMs), by introducing the concept of "deferred trust", a cognitive mechanism where distrust in human agents redirects…

Human-Computer Interaction · Computer Science 2025-11-24 Johan Sebastián Galindez-Acosta , Juan José Giraldo-Huertas

The emergence of multimodal LLM-based agents (MLAs) has transformed interaction paradigms by seamlessly integrating vision, language, action and dynamic environments, enabling unprecedented autonomous capabilities across GUI applications…

Artificial Intelligence · Computer Science 2025-06-03 Xiao Yang , Jiawei Chen , Jun Luo , Zhengwei Fang , Yinpeng Dong , Hang Su , Jun Zhu

The problem of human trust in artificial intelligence is one of the most fundamental problems in applied machine learning. Our processes for evaluating AI trustworthiness have substantial ramifications for ML's impact on science, health,…

Machine Learning · Computer Science 2022-02-14 Max W. Shen

Trust between humans and multi-agent robotic swarms may be analyzed using human preferences. These preferences are expressed by an individual as a sequence of ordered comparisons between pairs of swarm behaviors. An individual's preference…

Systems and Control · Electrical Eng. & Systems 2022-03-29 Elena M Vella , Daniel A Williams , Airlie Chapman , Chris Manzie

This article explores some of the challenges faced when managing virtual teams, in particular the role played by trust and identity in virtual teams. It outlines why teams and virtual teams have become a valuable part of the modern…

Computers and Society · Computer Science 2014-05-01 Chris Kimble

Large language models (LLMs) are increasingly being used in conversational roles, yet little is known about how intimacy emerges in human-LLM interactions. Although previous work emphasized the importance of self-disclosure in human-chatbot…

Human-Computer Interaction · Computer Science 2025-06-02 Yeseon Hong , Junhyuk Choi , Minju Kim , Bugeun Kim

How do people build up trust with artificial agents? Here, we study a key component of interpersonal trust: people's ability to evaluate the competence of another agent across repeated interactions. Prior work has largely focused on…

Human-Computer Interaction · Computer Science 2022-05-25 Erik Brockbank , Haoliang Wang , Justin Yang , Suvir Mirchandani , Erdem Bıyık , Dorsa Sadigh , Judith E. Fan