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We find ourselves on the ever-shifting cusp of an AI revolution -- with potentially metamorphic implications for the future practice of healthcare. For many, such innovations cannot come quickly enough; as healthcare systems worldwide…

Human-Computer Interaction · Computer Science 2024-11-05 Kevin Doherty , Emma Kallina , Kayley Moylan , María Paula Silva , Sajjad Karimian , Shivam Shumsher , Rob Brennan

Artificial intelligence (AI) is rapidly advancing in healthcare, enhancing the efficiency and effectiveness of services across various specialties, including cardiology, ophthalmology, dermatology, emergency medicine, etc. AI applications…

What do we want from machine intelligence? We envision machines that are not just tools for thought, but partners in thought: reasonable, insightful, knowledgeable, reliable, and trustworthy systems that think with us. Current artificial…

Algorithmic fairness has emerged as a critical concern in artificial intelligence (AI) research. However, the development of fair AI systems is not an objective process. Fairness is an inherently subjective concept, shaped by the values,…

Artificial Intelligence (AI) covers a broad spectrum of computational problems and use cases. Many of those implicate profound and sometimes intricate questions of how humans interact or should interact with AIs. Moreover, many users or…

Artificial Intelligence · Computer Science 2022-09-19 Carolin Wienrich , Marc Erich Latoschik

This commentary traces contemporary discourses on the relationship between artificial intelligence and labour and explains why these principles must be comprehensive in their approach to labour and AI. First, the commentary asserts that…

Computers and Society · Computer Science 2020-07-17 Julian Posada

In this short paper, we argue for a refocusing of XAI around human learning goals. Drawing upon approaches and theories from the learning sciences, we propose a framework for the learner-centered design and evaluation of XAI systems. We…

Human-Computer Interaction · Computer Science 2022-12-13 Anna Kawakami , Luke Guerdan , Yang Cheng , Anita Sun , Alison Hu , Kate Glazko , Nikos Arechiga , Matthew Lee , Scott Carter , Haiyi Zhu , Kenneth Holstein

The way we're thinking about generative AI right now is fundamentally individual. We see this not just in how users interact with models but also in how models are built, how they're benchmarked, and how commercial and research strategies…

Artificial Intelligence · Computer Science 2026-04-01 Daniel J. Singer , Luca Garzino Demo

Under the slogan of trustworthy AI, much of contemporary AI research is focused on designing AI systems and usage practices that inspire human trust and, thus, enhance adoption of AI systems. However, a person affected by an AI system may…

Computers and Society · Computer Science 2025-05-16 Benjamin Paaßen , Suzana Alpsancar , Tobias Matzner , Ingrid Scharlau

With the widespread use of AI systems and applications in our everyday lives, it is important to take fairness issues into consideration while designing and engineering these types of systems. Such systems can be used in many sensitive…

Machine Learning · Computer Science 2022-01-26 Ninareh Mehrabi , Fred Morstatter , Nripsuta Saxena , Kristina Lerman , Aram Galstyan

With recent advancements in AI and computational tools, intelligent paradigms have emerged to enhance fields like shared autonomy and human-machine teaming in healthcare. Advanced AI algorithms (e.g., reinforcement learning) can…

Human-Computer Interaction · Computer Science 2025-06-23 MH Farhadi , Ali Rabiee , Sima Ghafoori , Anna Cetera , Wei Xu , Reza Abiri

The relationship between humans and artificial intelligence is no longer science fiction -- it's a growing reality reshaping how we live and work. AI has moved beyond research labs into everyday life, powering customer service chats,…

Artificial Intelligence · Computer Science 2025-06-17 Cosimo Spera , Garima Agrawal

Artificial intelligence (AI) has demonstrated the ability to extract insights from data, but the issue of fairness remains a concern in high-stakes fields such as healthcare. Despite extensive discussion and efforts in algorithm…

Human-centered artificial intelligence (HCAI) is an approach to AI design, development, and deployment that prioritizes human needs, values, and experiences, ensuring that technology enhances human capabilities, well-being, and workforce…

Human-Computer Interaction · Computer Science 2026-02-20 Stuart Winby , Wei Xu

Recent advancements in AI have coincided with ever-increasing efforts in the research community to investigate, classify and evaluate various methods aimed at making AI models explainable. However, most of existing attempts present a…

Artificial Intelligence · Computer Science 2023-03-07 Ehsan Emamirad , Pouya Ghiasnezhad Omran , Armin Haller , Shirley Gregor

The need for AI systems to provide explanations for their behaviour is now widely recognised as key to their adoption. In this paper, we examine the problem of trustworthy AI and explore what delivering this means in practice, with a focus…

Artificial Intelligence · Computer Science 2022-11-30 Rob Procter , Peter Tolmie , Mark Rouncefield

Modern AI image classifiers have made impressive advances in recent years, but their performance often appears strange or violates expectations of users. This suggests humans engage in cognitive anthropomorphism: expecting AI to have the…

Artificial Intelligence · Computer Science 2020-02-11 Shane T. Mueller

As artificial intelligence systems become increasingly integrated into human social contexts, Artificial Social Intelligence (ASI) has emerged as a critical capability that enables AI to perceive, understand, and engage meaningfully in…

Human-Computer Interaction · Computer Science 2025-11-27 Hanxi Pan , Wei Xu , Mowei Shen , Zaifeng Gao

The era of pervasive computing has resulted in countless devices that continuously monitor users and their environment, generating an abundance of user behavioural data. Such data may support improving the quality of service, but may also…

Computers and Society · Computer Science 2020-02-14 Abhishek Kumar , Tristan Braud , Sasu Tarkoma , Pan Hui

As AI is increasingly being adopted into application solutions, the challenge of supporting interaction with humans is becoming more apparent. Partly this is to support integrated working styles, in which humans and intelligent systems…

Artificial Intelligence · Computer Science 2017-10-02 Maria Fox , Derek Long , Daniele Magazzeni