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Human-AI collaboration for decision-making strives to achieve team performance that exceeds the performance of humans or AI alone. However, many factors can impact success of Human-AI teams, including a user's domain expertise, mental…

Managing complex disaster risks requires interdisciplinary efforts. Breaking down silos between law, social sciences, and natural sciences is critical for all processes of disaster risk reduction. This enables adaptive systems for the rapid…

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

AI-based systems have been used widely across various industries for different decisions ranging from operational decisions to tactical and strategic ones in low- and high-stakes contexts. Gradually the weaknesses and issues of these…

人机交互 · 计算机科学 2022-01-13 Morteza Saberi

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

人工智能 · 计算机科学 2019-10-17 Subbarao Kambhampati

Human-Machine Teaming (HMT) is revolutionizing collaboration across domains such as defense, healthcare, and autonomous systems by integrating AI-driven decision-making, trust calibration, and adaptive teaming. This survey presents a…

AI-enabled capabilities are reaching the requisite level of maturity to be deployed in the real world, yet do not always make correct or safe decisions. One way of addressing these concerns is to leverage AI control systems alongside and in…

机器学习 · 计算机科学 2024-10-10 Walt Woods , Alexander Grushin , Simon Khan , Alvaro Velasquez

This paper introduces the Human-AI Governance (HAIG) framework, contributing to the AI Governance (AIG) field by foregrounding the relational dynamics between human and AI actors rather than treating AI systems as objects of governance…

人工智能 · 计算机科学 2026-04-28 Zeynep Engin

This study maps the functions of artificial intelligence in disaster (mis)management. It begins with a classification of disasters in terms of their causal parameters, introducing hypothetical cases of independent or hybrid AI-caused…

计算机与社会 · 计算机科学 2025-05-30 Yasser Pouresmaeil , Saleh Afroogh , Junfeng Jiao

Recent developments in Artificial Intelligence (AI) have fueled the emergence of human-AI collaboration, a setting where AI is a coequal partner. Especially in clinical decision-making, it has the potential to improve treatment quality by…

人机交互 · 计算机科学 2022-04-21 Patrick Hemmer , Max Schemmer , Lara Riefle , Nico Rosellen , Michael Vössing , Niklas Kühl

Incidents in microservice environments can be costly and challenging to recover from due to their complexity and distributed nature. Recent advancements in artificial intelligence (AI) offer promising solutions for improving incident…

软件工程 · 计算机科学 2024-10-08 Dahlia Ziqi Zhou , Marios Fokaefs

In human-AI decision making, designing AI that complements human expertise has been a natural strategy to enhance human-AI collaboration, yet it often comes at the cost of decreased AI performance in areas of human strengths. This can…

人工智能 · 计算机科学 2026-02-24 Hasan Amin , Ming Yin , Rajiv Khanna

Algorithmic decision support (ADS), using Machine-Learning-based AI, is becoming a major part of many processes. Organizations introduce ADS to improve decision-making and use available data, thereby possibly limiting deviations from the…

人机交互 · 计算机科学 2024-09-12 Joachim Meyer

Artificial Intelligence is being employed by humans to collaboratively solve complicated tasks for search and rescue, manufacturing, etc. Efficient teamwork can be achieved by understanding user preferences and recommending different…

信息检索 · 计算机科学 2023-01-20 Lakshita Dodeja , Pradyumna Tambwekar , Erin Hedlund-Botti , Matthew Gombolay

This paper tackles the critical challenge of human-AI complementarity in decision-making. Departing from the traditional focus on algorithmic performance in favor of performance of the human-AI team, and moving past the framing of…

人工智能 · 计算机科学 2025-11-04 Ruijiang Gao , Maytal Saar-Tsechansky , Maria De-Arteaga

Disasters frequently exceed established hazard models, revealing blind spots where unforeseen impacts and vulnerabilities hamper effective response. This perspective paper contends that situational awareness (SA)-the ability to perceive,…

计算机与社会 · 计算机科学 2025-08-26 Hongrak Pak , Ali Mostafavi

Expert decision-makers (DMs) in high-stakes AI-assisted decision-making (AIaDM) settings receive and reconcile recommendations from AI systems before making their final decisions. We identify distinct properties of these settings which are…

人机交互 · 计算机科学 2023-02-14 Nicholas Wolczynski , Maytal Saar-Tsechansky , Tong Wang

Today's battlefield environment is complex, dynamic and uncertain, and requires efficient support to ensure mission success. This relies on a proper support strategy to provide supported equipment able to fulfill the mission. In the context…

其他计算机科学 · 计算机科学 2021-12-10 Juliette Mattioli , Pierre-Olivier Robic

Human-AI interfaces play a pivotal role in integrating clinicians' expertise with artificial intelligence to enhance both healthcare practice and research. However, designing effective interfaces in this domain remains a significant…

人机交互 · 计算机科学 2026-01-21 Rui Sheng , Chuhan Shi , Sobhan Lotfi , Shiyi Liu , Adam Perer , Huamin Qu , Furui Cheng

As reliance on AI systems for decision-making grows, it becomes critical to ensure that human users can appropriately balance trust in AI suggestions with their own judgment, especially in high-stakes domains like healthcare. However, human…

人机交互 · 计算机科学 2025-01-29 Zichen Chen , Yunhao Luo , Misha Sra