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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

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…

Artificial Intelligence · Computer Science 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…

Human-Computer Interaction · Computer Science 2024-01-17 Zhuoran Lu , Dakuo Wang , Ming Yin

An implicit expectation of asking users to rate agents, such as an AI decision-aid, is that they will use only relevant information -- ask them about an agent's benevolence, and they should consider whether or not it was kind. Behavioral…

Human-Computer Interaction · Computer Science 2023-07-28 Nikolos Gurney , David Pynadath , Ning Wang

This paper presents a comprehensive analysis of how AI-generated medical responses are perceived and evaluated by non-experts. A total of 300 participants gave evaluations for medical responses that were either written by a medical doctor…

Human-Computer Interaction · Computer Science 2024-08-29 Shruthi Shekar , Pat Pataranutaporn , Chethan Sarabu , Guillermo A. Cecchi , Pattie Maes

Just as people improve decision-making by consulting diverse human advisors, they can now also consult with multiple AI systems. Prior work on group decision-making shows that advice aggregation creates pressure to conform, leading to…

Human-Computer Interaction · Computer Science 2026-03-24 Yuta Tsuchiya , Yukino Baba

Psychological research has identified different patterns individuals have while making decisions, such as vigilance (making decisions after thorough information gathering), hypervigilance (rushed and anxious decision-making), and…

Human-Computer Interaction · Computer Science 2026-01-23 Katelyn Xiaoying Mei , Rock Yuren Pang , Alex Lyford , Lucy Lu Wang , Katharina Reinecke

A growing literature studies how humans incorporate advice from algorithms. This study examines an algorithm with millions of daily users: ChatGPT. In a preregistered study, 118 student participants answer 2,828 multiple-choice questions…

Human-Computer Interaction · Computer Science 2023-06-14 Peter Zhang

The ability to discern between true and false information is essential to making sound decisions. However, with the recent increase in AI-based disinformation campaigns, it has become critical to understand the influence of deceptive…

Computers and Society · Computer Science 2022-10-18 Valdemar Danry , Pat Pataranutaporn , Ziv Epstein , Matthew Groh , Pattie Maes

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…

Human-Computer Interaction · Computer Science 2025-02-05 Jakob Schoeffer , Johannes Jakubik , Michael Voessing , Niklas Kuehl , Gerhard Satzger

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…

Human-Computer Interaction · Computer Science 2022-02-14 Krzysztof Z. Gajos , Lena Mamykina

Given AI's growing role in modeling and improving decision-making, how and when to present users with feedback is an urgent topic to address. We empirically examined the effect of feedback from false AI on moral decision-making about donor…

Artificial intelligence (AI) is increasingly being considered to assist human decision-making in high-stake domains (e.g. health). However, researchers have discussed an issue that humans can over-rely on wrong suggestions of the AI model…

Human-Computer Interaction · Computer Science 2023-08-09 Min Hun Lee , Chong Jun Chew

Personal AI assistants have changed how people use institutional and professional advice. We study this new strategic setting in which individuals may stochastically consult a personal AI whose recommendation is predictable to the focal…

Machine Learning · Computer Science 2026-03-03 Yueyang Liu , Wichinpong Park Sinchaisri

In the context of AI-based decision support systems, explanations can help users to judge when to trust the AI's suggestion, and when to question it. In this way, human oversight can prevent AI errors and biased decision-making. However,…

Human-Computer Interaction · Computer Science 2025-08-12 Laura Spillner , Rachel Ringe , Robert Porzel , Rainer Malaka

Seeking advice is a core human behavior that the internet has reinvented twice: first through forums and Q&A communities that crowdsource public guidance, and now through large language models (LLMs). Yet the quality of this LLM advice for…

Human-Computer Interaction · Computer Science 2026-03-03 Harsh Kumar , Jasmine Chahal , Yinuo Zhao , Zeling Zhang , Annika Wei , Louis Tay , Ashton Anderson

Trust biases how users rely on AI recommendations in AI-assisted decision-making tasks, with low and high levels of trust resulting in increased under- and over-reliance, respectively. We propose that AI assistants should adapt their…

Human-Computer Interaction · Computer Science 2026-01-27 Tejas Srinivasan , Jesse Thomason

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…

Human-Computer Interaction · Computer Science 2021-02-22 Zana Buçinca , Maja Barbara Malaya , Krzysztof Z. Gajos

Conversational artificial intelligence (AI) provides an efficient and convenient gateway to information access. However, it can cause overreliance when users blindly trust AI and accept its answers without fact-checking. Information search…

Human-Computer Interaction · Computer Science 2026-05-28 Mert Yazan , Frederik Bungaran Ishak Situmeang , Suzan Verberne

There is substantial concern about the ability of advanced artificial intelligence to influence people's behaviour. A rapidly growing body of research has found that AI can produce large persuasive effects on people's attitudes, but whether…

Computers and Society · Computer Science 2026-04-13 Kobi Hackenburg , Luke Hewitt , Caroline Wagner , Ben M. Tappin , Christopher Summerfield
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