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Power-seeking behavior is a key source of risk from advanced AI, but our theoretical understanding of this phenomenon is relatively limited. Building on existing theoretical results demonstrating power-seeking incentives for most reward…

人工智能 · 计算机科学 2023-04-14 Victoria Krakovna , Janos Kramar

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

Governments are increasingly turning to algorithmic risk assessments when making important decisions, such as whether to release criminal defendants before trial. Policymakers assert that providing public servants with algorithmic advice…

人机交互 · 计算机科学 2021-08-16 Ben Green , Yiling Chen

In Newcomb's paradox you choose to receive either the contents of a particular closed box, or the contents of both that closed box and another one. Before you choose, a prediction algorithm deduces your choice, and fills the two boxes based…

计算机科学与博弈论 · 计算机科学 2010-03-09 David H. Wolpert , Gregory Benford

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

Artificial intelligence (AI) is now widely used to facilitate social interaction, but its impact on social relationships and communication is not well understood. We study the social consequences of one of the most pervasive AI…

Recent advances in AI models have increased the integration of AI-based decision aids into the human decision making process. To fully unlock the potential of AI-assisted decision making, researchers have computationally modeled how humans…

人机交互 · 计算机科学 2024-11-19 Zhuoyan Li , Ming Yin

Artificial Intelligence (AI) is increasingly becoming a trusted advisor in people's lives. A new concern arises if AI persuades people to break ethical rules for profit. Employing a large-scale behavioural experiment (N = 1,572), we test…

人工智能 · 计算机科学 2021-02-16 Margarita Leib , Nils C. Köbis , Rainer Michael Rilke , Marloes Hagens , Bernd Irlenbusch

We document a fundamental paradox in AI transparency: explanations improve decisions when algorithms are correct but systematically worsen them when algorithms err. In an experiment with 257 medical students making 3,855 diagnostic…

综合经济学 · 经济学 2025-12-10 Manshu Khanna , Ziyi Wang , Lijia Wei , Lian Xue

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

Decision-making with information displays is a key focus of research in areas like human-AI collaboration and data visualization. However, what constitutes a decision problem, and what is required for an experiment to conclude that…

人机交互 · 计算机科学 2025-05-05 Jessica Hullman , Alex Kale , Jason Hartline

Explainability, interpretability and how much they affect human trust in AI systems are ultimately problems of human cognition as much as machine learning, yet the effectiveness of AI recommendations and the trust afforded by end-users are…

人机交互 · 计算机科学 2022-02-21 Ali Shafti , Victoria Derks , Hannah Kay , A. Aldo Faisal

Uncertainty in artificial intelligence (AI) predictions poses urgent legal and ethical challenges for AI-assisted decision-making. We examine two algorithmic interventions that act as guardrails for human-AI collaboration: selective…

计算机与社会 · 计算机科学 2025-08-12 Holli Sargeant , Mackenzie Jorgensen , Arina Shah , Adrian Weller , Umang Bhatt

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…

Understanding public perception of artificial intelligence (AI) and the tradeoffs between potential risks and benefits is crucial, as these perceptions might shape policy decisions, influence innovation trajectories for successful market…

计算机与社会 · 计算机科学 2025-08-21 Philipp Brauner , Felix Glawe , Gian Luca Liehner , Luisa Vervier , Martina Ziefle

How will superhuman artificial intelligence (AI) affect human decision making? And what will be the mechanisms behind this effect? We address these questions in a domain where AI already exceeds human performance, analyzing more than 5.8…

人工智能 · 计算机科学 2023-04-17 Minkyu Shin , Jin Kim , Bas van Opheusden , Thomas L. Griffiths

Drawing on Ullmann-Margalit's concept of opting (transformative, irrevocable, and shadowed by foreclosed alternatives), we show that current AI systems raise a profound ethical problem that existing AI ethics has not fully captured: the…

人工智能 · 计算机科学 2026-05-28 Eugene Yu Ji

Artificial Intelligence (AI) increasingly becomes an indispensable advisor. New ethical concerns arise if AI persuades people to behave dishonestly. In an experiment, we study how AI advice (generated by a Natural-Language-Processing…

人机交互 · 计算机科学 2023-01-06 Margarita Leib , Nils Köbis , Rainer Michael Rilke , Marloes Hagens , Bernd Irlenbusch

Artificial intelligence improves enterprise decision-making by accelerating data analysis, reducing human error, and supporting evidence-based choices. A quantitative survey of 92 companies across multiple industries examines how AI…

Automated decision systems (ADS) have become ubiquitous in many high-stakes domains. Those systems typically involve sophisticated yet opaque artificial intelligence (AI) techniques that seldom allow for full comprehension of their inner…

人机交互 · 计算机科学 2021-09-14 Jakob Schoeffer , Yvette Machowski , Niklas Kuehl