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As artificial intelligence (AI) becomes embedded in healthcare, trust in medical decision-making is changing fast. Nowhere is this shift more visible than in radiology, where AI tools are increasingly embedded across the imaging workflow -…

Computers and Society · Computer Science 2025-07-30 Jan Beger

As generative AI chatbots become more personalized and emotionally responsive, they increasingly serve as companions, friends, and romantic partners. Yet these relationships are accompanied by significant uncertainty: users question the…

Human-Computer Interaction · Computer Science 2026-05-06 Renwen Zhang , Lezi Xie

AI is getting more involved in tasks formerly exclusively assigned to humans. Most of research on perceptions and social acceptability of AI in these areas is mainly restricted to the Western world. In this study, we compare trust,…

Human-Computer Interaction · Computer Science 2023-07-31 Vishakha Agrawal , Serhiy Kandul , Markus Kneer , Markus Christen

System prompts for AI coding agents increasingly employ motivational framing -- from neutral task descriptions to fear-driven threats -- yet no controlled study has examined whether such framing affects agent behavior. We present two…

Software Engineering · Computer Science 2026-03-17 Wu Ji

We explore trust in a relatively new area of data science: Automated Machine Learning (AutoML). In AutoML, AI methods are used to generate and optimize machine learning models by automatically engineering features, selecting models, and…

Machine Learning · Computer Science 2020-01-22 Jaimie Drozdal , Justin Weisz , Dakuo Wang , Gaurav Dass , Bingsheng Yao , Changruo Zhao , Michael Muller , Lin Ju , Hui Su

We introduce a novel capabilities-based bi-directional multi-task trust model that can be used for trust prediction from either a human or a robotic trustor agent. Tasks are represented in terms of their capability requirements, while…

Robotics · Computer Science 2021-06-07 Hebert Azevedo-Sa , X. Jessie Yang , Lionel P. Robert , Dawn M. Tilbury

People are increasingly turning to generative AI (e.g., ChatGPT, Gemini, Copilot) for emotional support and companionship. While trust is likely to play a central role in enabling these informal and unsupervised interactions, we still lack…

Human-Computer Interaction · Computer Science 2026-01-26 Riccardo Volpato , Simone Stumpf , Lisa DeBruine

Recently, the use of sound measures and metrics in Artificial Intelligence has become the subject of interest of academia, government, and industry. Efforts towards measuring different phenomena have gained traction in the AI community, as…

Artificial Intelligence · Computer Science 2021-09-22 Pedro H. C. Avelar , Rafael B. Audibert , Anderson R. Tavares , Luís C. Lamb

Modern AI systems are reaping the advantage of novel learning methods. With their increasing usage, we are realizing the limitations and shortfalls of these systems. Brittleness to minor adversarial changes in the input data, ability to…

Computers and Society · Computer Science 2020-11-05 Richa Singh , Mayank Vatsa , Nalini Ratha

In today's society, where Artificial Intelligence (AI) has gained a vital role, concerns regarding user's trust have garnered significant attention. The use of AI systems in high-risk domains have often led users to either under-trust it,…

Human-Computer Interaction · Computer Science 2025-04-16 Siddharth Mehrotra , Ujwal Gadiraju , Eva Bittner , Folkert van Delden , Catholijn M. Jonker , Myrthe L. Tielman

Trustworthy Artificial Intelligence (AI) is based on seven technical requirements sustained over three main pillars that should be met throughout the system's entire life cycle: it should be (1) lawful, (2) ethical, and (3) robust, both…

In the last few years, AI continues demonstrating its positive impact on society while sometimes with ethically questionable consequences. Building and maintaining public trust in AI has been identified as the key to successful and…

Artificial Intelligence · Computer Science 2021-05-25 Liming Zhu , Xiwei Xu , Qinghua Lu , Guido Governatori , Jon Whittle

Trustworthiness is a central requirement for the acceptance and success of human-centered artificial intelligence (AI). To deem an AI system as trustworthy, it is crucial to assess its behaviour and characteristics against a gold standard…

Departing from the claim that AI needs to be trustworthy, we find that ethical advice from an AI-powered algorithm is trusted even when its users know nothing about its training data and when they learn information about it that warrants…

Human-Computer Interaction · Computer Science 2021-11-03 Sebastian Krügel , Andreas Ostermaier , Matthias Uhl

Accelerated material discovery increasingly relies on artificial intelligence and machine learning, collectively termed "AI/ML". A key challenge in using AI is ensuring that human scientists trust the models are valid and reliable.…

Materials Science · Physics 2025-12-02 Benhour Amirian , Ashley S. Dale , Sergei Kalinin , Jason Hattrick-Simpers

ML decision-aid systems are increasingly common on the web, but their successful integration relies on people trusting them appropriately: they should use the system to fill in gaps in their ability, but recognize signals that the system…

Human-Computer Interaction · Computer Science 2020-05-25 Harini Suresh , Natalie Lao , Ilaria Liccardi

Artificial agents now generate behavior rich enough to invite trust, surprise, and concern, yet our evaluation tools still privilege capability scores over psychological structure. This paper argues that the philosophical impasse between…

Artificial Intelligence · Computer Science 2026-05-26 Alex Bogdan , Adrian de Valois-Franklin

The rapid and unprecedented dominance of Artificial Intelligence (AI), particularly through Large Language Models (LLMs), has raised critical trust challenges in high-stakes domains like politics. Biased LLMs' decisions and misinformation…

Computers and Society · Computer Science 2026-02-19 Eva Paraschou , Maria Michali , Sofia Yfantidou , Stelios Karamanidis , Stefanos Rafail Kalogeros , Athena Vakali

The increasing integration of artificial intelligence (AI) in visual analytics (VA) tools raises vital questions about the behavior of users, their trust, and the potential of induced biases when provided with guidance during data…

Human-Computer Interaction · Computer Science 2024-04-24 Sunwoo Ha , Shayan Monadjemi , Alvitta Ottley

Building trustworthy autonomous systems is challenging for many reasons beyond simply trying to engineer agents that 'always do the right thing.' There is a broader context that is often not considered within AI and HRI: that the problem of…

Computers and Society · Computer Science 2020-10-15 Alexis Morris , Hallie Siegel , Jonathan Kelly
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