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Could belief in AI predictions be just another form of superstition? This study investigates psychological factors that influence belief in AI predictions about personal behavior, comparing it to belief in astrology- and personality-based…

人机交互 · 计算机科学 2024-12-20 Eunhae Lee , Pat Pataranutaporn , Judith Amores , Pattie Maes

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…

计算与语言 · 计算机科学 2023-10-24 Elena Sergeeva , Anastasia Sergeeva , Huiyun Tang , Kerstin Bongard-Blanchy , Peter Szolovits

AI explanations are often mentioned as a way to improve human-AI decision-making, but empirical studies have not found consistent evidence of explanations' effectiveness and, on the contrary, suggest that they can increase overreliance when…

人机交互 · 计算机科学 2023-06-16 Valerie Chen , Q. Vera Liao , Jennifer Wortman Vaughan , Gagan Bansal

This thesis investigates the psychological factors that influence belief in AI predictions, comparing them to belief in astrology- and personality-based predictions, and examines the "personal validation effect" in the context of AI,…

人机交互 · 计算机科学 2024-09-25 Eunhae Lee

In decision support applications of AI, the AI algorithm's output is framed as a suggestion to a human user. The user may ignore this advice or take it into consideration to modify their decision. With the increasing prevalence of such…

人工智能 · 计算机科学 2022-06-03 Kailas Vodrahalli , Roxana Daneshjou , Tobias Gerstenberg , James Zou

AI assistance in decision-making has become popular, yet people's inappropriate reliance on AI often leads to unsatisfactory human-AI collaboration performance. In this paper, through three pre-registered, randomized human subject…

人机交互 · 计算机科学 2024-01-17 Zhuoran Lu , Dakuo Wang , Ming Yin

Complementary collaboration between humans and AI is essential for human-AI decision making. One feasible approach to achieving it involves accounting for the calibrated confidence levels of both AI and users. However, this process would…

人机交互 · 计算机科学 2025-12-08 Jingshu Li , Yitian Yang , Q. Vera Liao , Junti Zhang , Yi-Chieh Lee

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…

人机交互 · 计算机科学 2026-04-22 M Murshidul Bari , Akif Islam , Mohd Ruhul Ameen , Abu Saleh Musa Miah , Jungpil Shin

We develop a decision-theoretic model of human-AI interaction to study when AI assistance improves or impairs human decision-making. A human decision-maker observes private information and receives a recommendation from an AI system, but…

计算机科学与博弈论 · 计算机科学 2026-02-17 Saurabh Amin , Amine Bennouna , Daniel Huttenlocher , Dingwen Kong , Liang Lyu , Asuman Ozdaglar

People supported by AI-powered decision support tools frequently overrely on the AI: they accept an AI's suggestion even when that suggestion is wrong. Adding explanations to the AI decisions does not appear to reduce the overreliance and…

人机交互 · 计算机科学 2021-02-22 Zana Buçinca , Maja Barbara Malaya , Krzysztof Z. Gajos

AI systems are often used to make or contribute to important decisions in a growing range of applications, including criminal justice, hiring, and medicine. Since these decisions impact human lives, it is important that the AI systems act…

People's decision-making abilities often fail to improve or may even erode when they rely on AI for decision-support, even when the AI provides informative explanations. We argue this is partly because people intuitively seek contrastive…

人机交互 · 计算机科学 2025-03-20 Zana Buçinca , Siddharth Swaroop , Amanda E. Paluch , Finale Doshi-Velez , Krzysztof Z. Gajos

Artificial intelligence (AI) is understood to affect the content of people's decisions. Here, using a behavioral implementation of the classic Newcomb's paradox in 1,305 participants, we show that AI can also change how people decide. In…

人机交互 · 计算机科学 2026-04-01 Aoi Naito , Hirokazu Shirado

Decision support systems enhanced by Artificial Intelligence (AI) are increasingly being used in high-stakes scenarios where errors or biased outcomes can have significant consequences. In this work, we explore the conditions under which…

人机交互 · 计算机科学 2025-05-20 Marina Estévez-Almenzar , Ricardo Baeza-Yates , Carlos Castillo

In AI-assisted decision-making, a central promise of having a human-in-the-loop is that they should be able to complement the AI system by overriding its wrong recommendations. In practice, however, we often see that humans cannot assess…

人机交互 · 计算机科学 2025-02-05 Jakob Schoeffer , Johannes Jakubik , Michael Voessing , Niklas Kuehl , Gerhard Satzger

This paper studies AI persuasion by distinguishing between two reasons for disagreement: attention differences, where the AI detects features the decision-maker missed, and comprehension differences, where the AI and the decision-maker…

综合经济学 · 经济学 2026-02-06 Hanzhe Li , Jin Li , Ye Luo , Xiaowei Zhang

The use of Artificial Intelligence (AI), or more generally data-driven algorithms, has become ubiquitous in today's society. Yet, in many cases and especially when stakes are high, humans still make final decisions. The critical question,…

人工智能 · 计算机科学 2024-10-15 Eli Ben-Michael , D. James Greiner , Melody Huang , Kosuke Imai , Zhichao Jiang , Sooahn Shin

When people receive advice while making difficult decisions, they often make better decisions in the moment and also increase their knowledge in the process. However, such incidental learning can only occur when people cognitively engage…

人机交互 · 计算机科学 2022-02-14 Krzysztof Z. Gajos , Lena Mamykina

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,…

人机交互 · 计算机科学 2022-04-15 Max Schemmer , Patrick Hemmer , Niklas Kühl , Carina Benz , Gerhard Satzger

The use of artificial intelligence models has recently grown common; we may use them to write lines of code for us, summarize readings, draft emails, or even illustrate images. But when it comes to important decisions we need to make, such…

人机交互 · 计算机科学 2024-01-26 Ali Saffarini
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