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In AI-assisted decision-making, it is crucial but challenging for humans to achieve appropriate reliance on AI. This paper approaches this problem from a human-centered perspective, "human self-confidence calibration". We begin by proposing…

Human-Computer Interaction · Computer Science 2024-03-15 Shuai Ma , Xinru Wang , Ying Lei , Chuhan Shi , Ming Yin , Xiaojuan Ma

The growing use of artificial intelligence (AI) in education, professional work, and everyday problem-solving has raised important questions about its effect on human reasoning. While AI can improve efficiency, save time, and support…

Human-Computer Interaction · Computer Science 2026-04-22 M Murshidul Bari , Akif Islam , Mohd Ruhul Ameen , Abu Saleh Musa Miah , Jungpil Shin

People increasingly rely on AI-advice when making decisions. At times, such advice can promote selfish behavior. When individuals abide by selfishness-promoting AI advice, how are they perceived and punished? To study this question, we…

Computers and Society · Computer Science 2025-07-29 Margarita Leib , Nils Köbis , Ivan Soraperra

AI has the potential to augment human decision making. However, even high-performing models can produce inaccurate predictions when deployed. These inaccuracies, combined with automation bias, where humans overrely on AI predictions, can…

Human-Computer Interaction · Computer Science 2025-08-12 Sarah Jabbour , David Fouhey , Nikola Banovic , Stephanie D. Shepard , Ella Kazerooni , Michael W. Sjoding , Jenna Wiens

In many practical applications of AI, an AI model is used as a decision aid for human users. The AI provides advice that a human (sometimes) incorporates into their decision-making process. The AI advice is often presented with some measure…

Artificial Intelligence · Computer Science 2022-10-31 Kailas Vodrahalli , Tobias Gerstenberg , James Zou

Artificial intelligence (AI) based learning assistants and chatbots are increasingly integrated into higher education. While these tools are often evaluated in terms of technical performance, their successful and ethical use also depends on…

Human-Computer Interaction · Computer Science 2025-12-22 Ezgi Dağtekin , Ercan Erkalkan

Previous research on expert advice-taking shows that humans exhibit two contradictory behaviors: on the one hand, people tend to overvalue their own opinions undervaluing the expert opinion, and on the other, people often defer to other…

Computation and Language · Computer Science 2023-10-24 Elena Sergeeva , Anastasia Sergeeva , Huiyun Tang , Kerstin Bongard-Blanchy , Peter Szolovits

Artificial intelligence (AI) has revolutionized decision-making processes and systems throughout society and, in particular, has emerged as a significant technology in high-impact scenarios of national interest. Yet, despite AI's impressive…

Machine Learning · Statistics 2024-08-05 Gregory Canal , Vladimir Leung , Philip Sage , Eric Heim , I-Jeng Wang

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

Human-Computer Interaction · Computer Science 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

As AI systems advance beyond human capabilities, scalable oversight becomes critical: how can we supervise AI that exceeds our abilities? A key challenge is that human evaluators may form incorrect beliefs about AI behavior in complex…

Artificial Intelligence · Computer Science 2025-10-22 Leon Lang , Patrick Forré

Many important decisions in daily life are made with the help of advisors, e.g., decisions about medical treatments or financial investments. Whereas in the past, advice has often been received from human experts, friends, or family,…

Human-Computer Interaction · Computer Science 2022-04-15 Max Schemmer , Patrick Hemmer , Niklas Kühl , Carina Benz , Gerhard Satzger

Artificial intelligence (AI) systems attempt to imitate human behavior. How well they do this imitation is often used to assess their utility and to attribute human-like (or artificial) intelligence to them. However, most work on AI refers…

Computers and Society · Computer Science 2022-11-24 Vinodkumar Prabhakaran , Rida Qadri , Ben Hutchinson

Astrology has long been used to interpret human personality, estimate compatibility, and guide social decision-making. Zodiac-based systems in particular remain culturally influential across much of the world, including in South Asian…

In settings where human decision-making relies on AI input, both the predictive accuracy of the AI system and the reliability of its confidence estimates influence decision quality. We highlight the role of AI metacognitive sensitivity --…

Artificial Intelligence · Computer Science 2025-08-15 ZhaoBin Li , Mark Steyvers

Can machines think? This is a central question in artificial intelligence research. However, there is a substantial divergence of views on the answer to this question. Why do people have such significant differences of opinion, even when…

Artificial Intelligence · Computer Science 2025-12-01 Xi Cun , Jifan Ren , Asha Huang , Siyu Li , Ruzhen Song

Today, AI is being increasingly used to help human experts make decisions in high-stakes scenarios. In these scenarios, full automation is often undesirable, not only due to the significance of the outcome, but also because human experts…

Artificial Intelligence · Computer Science 2020-01-08 Yunfeng Zhang , Q. Vera Liao , Rachel K. E. Bellamy

While human-AI decision-making research has primarily used trust measurements to assess the practical usage of AI systems by their end-users, recent empirical evidence suggests that trust measurements do not inform users' appropriate…

Human-Computer Interaction · Computer Science 2026-04-28 Muhammad Raees , Konstantinos Papangelis

We may soon develop highly human-like AIs that appear-or perhaps even are-sentient, capable of subjective experiences such as happiness and suffering. Regardless of whether AI can achieve true sentience, it is crucial to anticipate and…

Computers and Society · Computer Science 2025-04-01 Lucius Caviola

Artificial intelligence (AI) is becoming increasingly complex, making it difficult for users to understand how the AI has derived its prediction. Using explainable AI (XAI)-methods, researchers aim to explain AI decisions to users. So far,…

Human-Computer Interaction · Computer Science 2022-10-06 Lara Riefle , Patrick Hemmer , Carina Benz , Michael Vössing , Jannik Pries

Prior research shows that social norms can reduce algorithm aversion, but little is known about how such norms become established. Most accounts emphasize technological and individual determinants, yet AI adoption unfolds within…

Human-Computer Interaction · Computer Science 2025-09-05 Jaroslaw Kornowicz , Maurice Pape , Kirsten Thommes