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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

In the long term, reinforcement learning (RL) is considered by many AI theorists to be the most promising path to artificial general intelligence. This places RL practitioners in a position to design systems that have never existed before…

Machine Learning · Computer Science 2022-02-14 Thomas Krendl Gilbert , Sarah Dean , Tom Zick , Nathan Lambert

If artificial intelligence (AI) is to be applied in safety-critical domains, its performance needs to be evaluated reliably. The present study aimed to understand how humans evaluate AI systems for person detection in automatic train…

Human-Computer Interaction · Computer Science 2025-04-04 Romy Müller

As AI-based clinical decision support (AI-CDS) is introduced in more and more aspects of healthcare services, HCI research plays an increasingly important role in designing for complementarity between AI and clinicians. However, current…

Human-Computer Interaction · Computer Science 2025-04-11 Venkatesh Sivaraman , Katelyn Morrison , Will Epperson , Adam Perer

The recent large language models (LLMs), e.g., ChatGPT, have been able to generate human-like and fluent responses when provided with specific instructions. While admitting the convenience brought by technological advancement, educators…

Computation and Language · Computer Science 2023-12-27 Zijie Zeng , Lele Sha , Yuheng Li , Kaixun Yang , Dragan Gašević , Guanliang Chen

We study \emph{Human Projection} (HP): people's tendency to evaluate AI using the same frameworks they use for humans -- treating features such as task difficulty and the reasonableness of mistakes as diagnostic of overall ability. We…

General Economics · Economics 2026-05-12 Bnaya Dreyfuss , Raphaël Raux

The recent development of powerful AI systems has highlighted the need for robust risk management frameworks in the AI industry. Although companies have begun to implement safety frameworks, current approaches often lack the systematic…

Artificial Intelligence · Computer Science 2025-02-20 Simeon Campos , Henry Papadatos , Fabien Roger , Chloé Touzet , Otter Quarks , Malcolm Murray

High-stakes prediction tasks (e.g., patient diagnosis) are often handled by trained human experts. A common source of concern about automation in these settings is that experts may exercise intuition that is difficult to model and/or have…

Machine Learning · Statistics 2024-11-26 Rohan Alur , Loren Laine , Darrick K. Li , Manish Raghavan , Devavrat Shah , Dennis Shung

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

Objectives: To investigate clinicians' attitudes towards current automated interpretation of ECG and novel AI technologies and their perception of computer-assisted interpretation. Materials and Methods: We conducted a series of interviews…

Computers and Society · Computer Science 2024-10-23 Lukas Hughes-Noehrer , Leda Channer , Gabriel Strain , Gregory Yates , Richard Body , Caroline Jay

In recent years, there has been a growing recognition of the need to incorporate lay-people's input into the governance and acceptability assessment of AI usage. However, how and why people judge acceptability of different AI use cases…

Computers and Society · Computer Science 2025-06-02 Jimin Mun , Wei Bin Au Yeong , Wesley Hanwen Deng , Jana Schaich Borg , Maarten Sap

Decision-making is increasingly supported by machine recommendations. In healthcare, for example, a clinical decision support system is used by the physician to find a treatment option for a patient. In doing so, people can rely too much on…

Human-Computer Interaction · Computer Science 2024-09-17 Simon WS Fischer

Governments are increasingly considering integrating autonomous AI agents in high-stakes military and foreign-policy decision-making, especially with the emergence of advanced generative AI models like GPT-4. Our work aims to scrutinize the…

Artificial Intelligence · Computer Science 2024-06-13 Juan-Pablo Rivera , Gabriel Mukobi , Anka Reuel , Max Lamparth , Chandler Smith , Jacquelyn Schneider

Human-AI complementarity, the idea that combining human and AI judgments can outperform either alone, offers a promising pathway toward robust oversight of advanced AI systems. However, whether human-AI complementarity can be achieved on…

Artificial intelligence (AI) systems are increasingly integrated into healthcare and pharmacy workflows, supporting tasks such as medication recommendations, dosage determination, and drug interaction detection. While these systems often…

Artificial Intelligence · Computer Science 2026-05-21 Khalid Adnan Alsayed

Explainability remains a critical challenge in artificial intelligence (AI) systems, particularly in high stakes domains such as healthcare, finance, and decision support, where users must understand and trust automated reasoning.…

Human-Computer Interaction · Computer Science 2025-08-05 Rukshani Somarathna , Madhawa Perera , Tom Gedeon , Matt Adcock

Emerging technologies like generative AI tools, including ChatGPT, are increasingly utilized in educational settings, offering innovative approaches to learning while simultaneously posing new challenges. This study employs a survey…

Computers and Society · Computer Science 2024-03-26 Aashish Ghimire , John Edwards

Research in AI evaluation has grown increasingly complex and multidisciplinary, attracting researchers with diverse backgrounds and objectives. As a result, divergent evaluation paradigms have emerged, often developing in isolation,…

Artificial Intelligence · Computer Science 2025-06-09 John Burden , Marko Tešić , Lorenzo Pacchiardi , José Hernández-Orallo

AI models like GPT-5 are an increasingly valuable tool for scientists, but many remain unaware of the capabilities of frontier AI. We present a collection of short case studies in which GPT-5 produced new, concrete steps in ongoing research…

Well-designed technologies that offer high levels of human control and high levels of computer automation can increase human performance, leading to wider adoption. The Human-Centered Artificial Intelligence (HCAI) framework clarifies how…

Human-Computer Interaction · Computer Science 2020-02-25 Ben Shneiderman