How to evaluate trust in AI-assisted decision making? A survey of empirical methodologies
The spread of AI-embedded systems involved in human decision making makes studying
human trust in these systems critical. However, empirically investigating trust is challenging …
human trust in these systems critical. However, empirically investigating trust is challenging …
Capable but amoral? Comparing AI and human expert collaboration in ethical decision making
While artificial intelligence (AI) is increasingly applied for decision-making processes, ethical
decisions pose challenges for AI applications. Given that humans cannot always agree on …
decisions pose challenges for AI applications. Given that humans cannot always agree on …
Being trustworthy is not enough: How untrustworthy artificial intelligence (AI) can deceive the end-users and gain their trust
Trustworthy Artificial Intelligence (AI) is characterized, among other things, by: 1)
competence, 2) transparency, and 3) fairness. However, end-users may fail to recognize …
competence, 2) transparency, and 3) fairness. However, end-users may fail to recognize …
Evaluating the promise of human-algorithm collaborations in everyday work practices
C Wolf, J Blomberg - Proceedings of the ACM on Human-Computer …, 2019 - dl.acm.org
Human-algorithm interaction is a growing phenomenon of interest as the use of machine
learning (ML) capabilities in everyday technologies becomes more commonplace. In the …
learning (ML) capabilities in everyday technologies becomes more commonplace. In the …
Trust in AI-assisted Decision Making: Perspectives from Those Behind the System and Those for Whom the Decision is Made
O Vereschak, F Alizadeh, G Bailly… - Proceedings of the CHI …, 2024 - dl.acm.org
Trust between humans and AI in the context of decision-making has acquired an important
role in public policy, research and industry. In this context, Human-AI Trust has often been …
role in public policy, research and industry. In this context, Human-AI Trust has often been …
Effects of the advisor and environment on requesting and complying with automated advice
Given the rapid technological advances in our society and the increase in artificial and
automated advisors with whom we interact on a daily basis, it is becoming increasingly …
automated advisors with whom we interact on a daily basis, it is becoming increasingly …
Designing for Appropriate Reliance: The Roles of AI Uncertainty Presentation, Initial User Decision, and User Demographics in AI-Assisted Decision-Making
Appropriate reliance is critical to achieving synergistic human-AI collaboration. For instance,
when users over-rely on AI assistance, their human-AI team performance is bounded by the …
when users over-rely on AI assistance, their human-AI team performance is bounded by the …
“Rather Solve the Problem from Scratch”: Gamesploring Human-Machine Collaboration for Optimizing the Debris Collection Problem
Optimizing operations on critical infrastructure networks is key to reducing the impact of
disruptive events. In this paper, we explore the potential of having humans and algorithms …
disruptive events. In this paper, we explore the potential of having humans and algorithms …
Theoretical, measured, and subjective responsibility in aided decision making
N Douer, J Meyer - ACM Transactions on Interactive Intelligent Systems, 2021 - dl.acm.org
When humans interact with intelligent systems, their causal responsibility for outcomes
becomes equivocal. We analyze the descriptive abilities of a newly developed responsibility …
becomes equivocal. We analyze the descriptive abilities of a newly developed responsibility …
Understanding Human-AI Trust in the Context of Decision Making through the Lenses of Academia and Industry: Definitions, Factors, and Evaluation
O Vereschak - 2022 - theses.hal.science
With the rise of AI-embedded systems assisting decisions in the context of medicine, justice,
recruiting, Human-AI trust has become an utmost design priority. Numerous governments …
recruiting, Human-AI trust has become an utmost design priority. Numerous governments …