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Related papers: Distrust in (X)AI -- Measurement Artifact or Disti…

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The rapid growth of research in explainable artificial intelligence (XAI) follows on two substantial developments. First, the enormous application success of modern machine learning methods, especially deep and reinforcement learning, which…

Artificial Intelligence · Computer Science 2020-05-06 S. Atakishiyev , H. Babiker , N. Farruque , R. Goebel1 , M-Y. Kima , M. H. Motallebi , J. Rabelo , T. Syed , O. R. Zaïane

Explainable AI (XAI) research has been booming, but the question "$\textbf{To whom}$ are we making AI explainable?" is yet to gain sufficient attention. Not much of XAI is comprehensible to non-AI experts, who nonetheless, are the primary…

Human-Computer Interaction · Computer Science 2021-12-03 Helen Jiang , Erwen Senge

Explainable AI (XAI) aims to provide interpretations for predictions made by learning machines, such as deep neural networks, in order to make the machines more transparent for the user and furthermore trustworthy also for applications in…

Machine Learning · Computer Science 2020-06-17 Kirill Bykov , Marina M. -C. Höhne , Klaus-Robert Müller , Shinichi Nakajima , Marius Kloft

Wearable robotic systems are a class of robots that have a tight coupling between human and robot movements. Similar to non-wearable robots, it is important to measure the trust a person has that the robot can support achieving the desired…

Robotics · Computer Science 2024-07-11 Leia Stirling , Man I Wu , Xiangyu Peng

Artificial Intelligence (AI) is becoming the corner stone of many systems used in our daily lives such as autonomous vehicles, healthcare systems, and unmanned aircraft systems. Machine Learning is a field of AI that enables systems to…

Artificial Intelligence · Computer Science 2022-06-27 Lionel Nganyewou Tidjon , Foutse Khomh

The Artificial Intelligence (AI) for Human-Robot Interaction (HRI) Symposium has been a successful venue of discussion and collaboration since 2014. In that time, the related topic of trust in robotics has been rapidly growing, with major…

As AI-powered code generation tools such as GitHub Copilot become popular, it is crucial to understand software developers' trust in AI tools -- a key factor for tool adoption and responsible usage. However, we know little about how…

Human-Computer Interaction · Computer Science 2024-05-29 Ruotong Wang , Ruijia Cheng , Denae Ford , Thomas Zimmermann

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

The rationale of this work is based on the current user trust discourse of Artificial Intelligence (AI). We aim to produce novel HCI approaches that use trust as a facilitator for the uptake (or appropriation) of current technologies. We…

Human-Computer Interaction · Computer Science 2024-03-13 Sonia Sousa , Jose Cravino , Paulo Martins , David Lamas

As AI chatbots become integrated in education, students are turning to these systems for guidance, feedback, and information. However, the anthropomorphic characteristics of these chatbots create ambiguity over whether students develop…

Computers and Society · Computer Science 2025-12-24 Griffin Pitts , Sanaz Motamedi

Explainable Artificial Intelligence (XAI) aims to create transparency in modern AI models by offering explanations of the models to human users. There are many ways in which researchers have attempted to evaluate the quality of these XAI…

Human-Computer Interaction · Computer Science 2025-11-07 Joe Shymanski , Jacob Brue , Sandip Sen

Deep Neural Networks have become the dominant solution for Autonomous Driving perception, but their opacity conflicts with emerging Trustworthy AI guidelines and complicates safety assurance, debugging, and human oversight. While…

Robotics · Computer Science 2026-05-25 Till Beemelmanns , Shayan Sharifi , Manas Mehrotra , Ayushman Choudhuri , Lutz Eckstein

Despite progress in the field, significant parts of current XAI research are still not on solid conceptual, ethical, or methodological grounds. Unfortunately, these unfounded parts are not on the decline but continue to grow. Many…

Artificial Intelligence · Computer Science 2023-06-08 Timo Freiesleben , Gunnar König

Modern AI systems are man-made objects that leverage machine learning to support our lives across a myriad of contexts and applications. Despite extensive epistemological and ethical debates, their metaphysical foundations remain relatively…

Artificial Intelligence · Computer Science 2025-06-05 Andrea Ferrario

Counterfactual explanations are increasingly used as an Explainable Artificial Intelligence (XAI) technique to provide stakeholders of complex machine learning algorithms with explanations for data-driven decisions. The popularity of…

Artificial Intelligence · Computer Science 2023-04-26 Dieter Brughmans , Lissa Melis , David Martens

Optimization of human-AI teams hinges on the AI's ability to tailor its interaction to individual human teammates. A common hypothesis in adaptive AI research is that minor differences in people's predisposition to trust can significantly…

Human-Computer Interaction · Computer Science 2023-07-28 Nikolos Gurney , David V. Pynadath , Ning Wang

Engendering trust in technically acceptable and psychologically embraceable systems requires domain-specific research to capture unique characteristics of the field of application. The architecture, engineering, and construction (AEC)…

Human-Computer Interaction · Computer Science 2022-03-09 Newsha Emaminejad , Alexa Maria North , Reza Akhavian

To build AI-based systems that users and the public can justifiably trust one needs to understand how machine learning technologies impact trust put in these services. To guide technology developments, this paper provides a systematic…

Computers and Society · Computer Science 2019-12-04 Ehsan Toreini , Mhairi Aitken , Kovila Coopamootoo , Karen Elliott , Carlos Gonzalez Zelaya , Aad van Moorsel

Explainable artificially intelligent (XAI) systems form part of sociotechnical systems, e.g., human+AI teams tasked with making decisions. Yet, current XAI systems are rarely evaluated by measuring the performance of human+AI teams on…

Artificial Intelligence · Computer Science 2020-01-24 Zana Buçinca , Phoebe Lin , Krzysztof Z. Gajos , Elena L. Glassman

Across several branches of conversational interaction research including interactions with social robots, embodied agents, and conversational assistants, users have identified trust as a critical part of those interactions. Nevertheless,…

Human-Computer Interaction · Computer Science 2019-07-04 Justin Edwards , Elaheh Sanoubari