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Behavioral scientists have classically documented aversion to algorithmic decision aids, from simple linear models to AI. Sentiment, however, is changing and possibly accelerating AI helper usage. AI assistance is, arguably, most valuable…

人工智能 · 计算机科学 2023-07-28 Nikolos Gurney , John H. Miller , David V. Pynadath

Although the integration of artificial intelligence (AI) into everyday tasks improves efficiency and objectivity, it also risks transmitting bias to human decision-making. In this study, we conducted a controlled experiment that simulated…

人机交互 · 计算机科学 2026-01-06 Ulrike Kuhl , Annika Bush

AI systems are increasingly intertwined with daily life, assisting users with various tasks and guiding decision-making. This integration introduces risks of AI-driven manipulation, where such systems may exploit users' cognitive biases and…

Current AI systems minimize risk by enforcing ideological neutrality, yet this may introduce automation bias by suppressing cognitive engagement in human decision-making. We conducted randomized trials with 2,500 participants to test…

人机交互 · 计算机科学 2025-08-21 Shiyang Lai , Junsol Kim , Nadav Kunievsky , Yujin Potter , James Evans

Amid ongoing policy and managerial debates on keeping humans in the loop of AI decision-making, we investigate whether human involvement in AI-based service production benefits downstream consumers. Partnering with a large savings bank in…

综合经济学 · 经济学 2025-06-05 Cathy , Yang , Kevin Bauer , Xitong Li , Oliver Hinz

Across various applications, humans increasingly use black-box artificial intelligence (AI) systems without insight into these systems' reasoning. To counter this opacity, explainable AI (XAI) methods promise enhanced transparency and…

人机交互 · 计算机科学 2025-01-09 Philipp Spitzer , Joshua Holstein , Katelyn Morrison , Kenneth Holstein , Gerhard Satzger , Niklas Kühl

Recent work has shown the potential benefit of selective prediction systems that can learn to defer to a human when the predictions of the AI are unreliable, particularly to improve the reliability of AI systems in high-stakes applications…

Recent work has proposed artificial intelligence (AI) models that can learn to decide whether to make a prediction for an instance of a task or to delegate it to a human by considering both parties' capabilities. In simulations with…

人机交互 · 计算机科学 2023-03-17 Patrick Hemmer , Monika Westphal , Max Schemmer , Sebastian Vetter , Michael Vössing , Gerhard Satzger

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…

人机交互 · 计算机科学 2025-12-22 Ezgi Dağtekin , Ercan Erkalkan

AI is redefining how humans interact with technology, leading to a synergetic collaboration between the two. Nevertheless, the effects of human cognition on this collaboration remain unclear. This study investigates the implications of two…

人机交互 · 计算机科学 2024-11-12 Samuel Aleksander Sánchez Olszewski

Artificial intelligence algorithms are increasingly adopted as decisional aides by public bodies, with the promise of overcoming biases of human decision-makers. At the same time, they may introduce new biases in the human-algorithm…

人机交互 · 计算机科学 2022-06-09 Saar Alon-Barkat , Madalina Busuioc

Design optimizations in human-AI collaboration often focus on cognitive aspects like attention and task load. Drawing on work design literature, we propose that effective human-AI collaboration requires broader consideration of human needs…

人机交互 · 计算机科学 2024-10-11 Cedric Faas , Richard Bergs , Sarah Sterz , Markus Langer , Anna Maria Feit

Explainable Artificial Intelligence (XAI) is essential for building advanced machine learning-powered applications, especially in critical domains such as medical diagnostics or autonomous driving. Legal, business, and ethical requirements…

AI has revolutionised decision-making across various fields. Yet human judgement remains paramount for high-stakes decision-making. This has fueled explorations of collaborative decision-making between humans and AI systems, aiming to…

人机交互 · 计算机科学 2026-01-22 Simran Kaur , Sara Salimzadeh , Ujwal Gadiraju

Artificial intelligence (AI)-driven decision support systems can improve diagnostic accuracy and efficiency in computational pathology. However, collaboration between human experts and AI may introduce cognitive biases such as automation…

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

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…

计算机与社会 · 计算机科学 2025-07-29 Margarita Leib , Nils Köbis , Ivan Soraperra

This article aims to provide a theoretical account and corresponding paradigm for analysing how explainable artificial intelligence (XAI) influences people's behaviour and cognition. It uses insights from research on behaviour change. Two…

人机交互 · 计算机科学 2022-10-06 Matija Franklin

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…

计算机与社会 · 计算机科学 2026-04-13 Kobi Hackenburg , Luke Hewitt , Caroline Wagner , Ben M. Tappin , Christopher Summerfield

The integration of Artificial Intelligence (AI) necessitates determining whether systems function as tools or collaborative teammates. In this study, by synthesizing Human-AI Interaction (HAI) literature, we analyze this distinction across…