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Human-centered explainability has become a critical foundation for the responsible development of interactive information systems, where users must be able to understand, interpret, and scrutinize AI-driven outputs to make informed…

Human-Computer Interaction · Computer Science 2025-07-04 Yuhao Zhang , Jiaxin An , Ben Wang , Yan Zhang , Jiqun Liu

We examine how users perceive the limitations of an AI system when it encounters a task that it cannot perform perfectly and whether providing explanations alongside its answers aids users in constructing an appropriate mental model of the…

Computation and Language · Computer Science 2025-06-24 Judith Sieker , Simeon Junker , Ronja Utescher , Nazia Attari , Heiko Wersing , Hendrik Buschmeier , Sina Zarrieß

While we do not always use words, communicating what we want to an AI is a conversation -- with ourselves as well as with it, a recurring loop with optional steps depending on the complexity of the situation and our request. Any given…

Human-Computer Interaction · Computer Science 2023-09-06 Elena L. Glassman

As computational power has continued to increase, and sensors have become more accurate, the corresponding advent of systems that are at once cognitive and immersive has arrived. These \textit{cognitive and immersive systems} (CAISs) fall…

Artificial Intelligence · Computer Science 2024-06-10 Matthew Peveler , Naveen Sundar Govindarajulu , Selmer Bringsjord , Atriya Sen , Biplav Srivastava , Kartik Talamadupula , Hui Su

Artificial intelligence (AI) has huge potential to improve the health and well-being of people, but adoption in clinical practice is still limited. Lack of transparency is identified as one of the main barriers to implementation, as…

Artificial Intelligence · Computer Science 2021-01-06 Aniek F. Markus , Jan A. Kors , Peter R. Rijnbeek

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

AI is now embedded in healthcare, finance, policy, and many other domains, yet genuine human-AI synergy - combined performance that exceeds what either party achieves alone - is uncommon. Meta-analyses show that AI assistance tends to…

Human-Computer Interaction · Computer Science 2026-05-22 Tommaso Turchi , Ben Wilson , Matt Roach , Alan Dix , Alessio Malizia

Appropriate Trust in Artificial Intelligence (AI) systems has rapidly become an important area of focus for both researchers and practitioners. Various approaches have been used to achieve it, such as confidence scores, explanations,…

Human-Computer Interaction · Computer Science 2023-11-14 Siddharth Mehrotra , Chadha Degachi , Oleksandra Vereschak , Catholijn M. Jonker , Myrthe L. Tielman

Explainability and comprehensibility of AI are important requirements for intelligent systems deployed in real-world domains. Users want and frequently need to understand how decisions impacting them are made. Similarly it is important to…

Computers and Society · Computer Science 2019-07-10 Roman V. Yampolskiy

Reliable explainability is not only a technical goal but also a cornerstone of private AI governance. As AI models enter high-stakes sectors, private actors such as auditors, insurers, certification bodies, and procurement agencies require…

Artificial Intelligence · Computer Science 2025-11-21 Pratinav Seth , Vinay Kumar Sankarapu

This paper introduces the Human-AI Governance (HAIG) framework, contributing to the AI Governance (AIG) field by foregrounding the relational dynamics between human and AI actors rather than treating AI systems as objects of governance…

Artificial Intelligence · Computer Science 2026-04-28 Zeynep Engin

This paper critically assesses the anti-functionalist stance on consciousness adopted by certain advocates of integrated information theory (IIT), a corollary of which is that human-level artificial intelligence implemented on conventional…

Artificial Intelligence · Computer Science 2015-09-08 Murray Shanahan

Given that Artificial Intelligence (AI) increasingly permeates our lives, it is critical that we systematically align AI objectives with the goals and values of humans. The human-AI alignment problem stems from the impracticality of…

Computers and Society · Computer Science 2022-07-05 John Nay , James Daily

Value alignment is essential for building AI systems that can safely and reliably interact with people. However, what a person values -- and is even capable of valuing -- depends on the concepts that they are currently using to understand…

Artificial Intelligence · Computer Science 2023-11-01 Sunayana Rane , Mark Ho , Ilia Sucholutsky , Thomas L. Griffiths

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the…

The rapid advancement of artificial intelligence (AI) systems suggests that artificial general intelligence (AGI) systems may soon arrive. Many researchers are concerned that AIs and AGIs will harm humans via intentional misuse (AI-misuse)…

Artificial Intelligence · Computer Science 2023-05-31 Catalin Mitelut , Ben Smith , Peter Vamplew

The integrity of many contemporary AI systems is compromised by the misuse of Human-in-the-Loop (HITL) models to obscure systems that remain heavily dependent on human labor. We define this structural dependency as Human-Instead-of-AI…

Human-Computer Interaction · Computer Science 2025-12-19 Nattaya Mairittha , Gabriel Phorncharoenmusikul , Sorawit Worapradidth

The rapid development of Artificial Intelligence (AI) requires developers and designers of AI systems to focus on the collaboration between humans and machines. AI explanations of system behavior and reasoning are vital for effective…

Human-Computer Interaction · Computer Science 2022-10-11 Ruben S. Verhagen , Siddharth Mehrotra , Mark A. Neerincx , Catholijn M. Jonker , Myrthe L. Tielman

Could artificial intelligence ever become truly conscious in a functional sense; this paper explores that open-ended question through the lens of Life, a concept unifying classical biological criteria (Oxford, NASA, Koshland) with empirical…

Artificial Intelligence · Computer Science 2025-02-10 Azadeh Alavi , Hossein Akhoundi , Fatemeh Kouchmeshki

The interaction between humans and AI in safety-critical systems presents a unique set of challenges that remain partially addressed by existing frameworks. These challenges stem from the complex interplay of requirements for transparency,…