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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…

Human-Computer Interaction · Computer Science 2026-02-19 Most. Sharmin Sultana Samu , Nafisa Khan , Kazi Toufique Elahi , Tasnuva Binte Rahman , Md. Rakibul Islam , Farig Sadeque

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

Artificial intelligence (AI) systems are deployed as collaborators in human decision-making. Yet, evaluation practices focus primarily on model accuracy rather than whether human-AI teams are prepared to collaborate safely and effectively.…

Human-Computer Interaction · Computer Science 2026-03-20 Min Hun Lee

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

Collaboration with artificial intelligence (AI) has improved human decision-making across various domains by leveraging the complementary capabilities of humans and AI. Yet, humans systematically overrely on AI advice, even when their…

Human-Computer Interaction · Computer Science 2026-05-15 Joshua Holstein , Patrick Hemmer , Gerhard Satzger , Wei Sun

As robotic teammates become more common in society, people will assess the robots' roles in their interactions along many dimensions. One such dimension is effectiveness: people will ask whether their robotic partners are trustworthy and…

Artificial Intelligence · Computer Science 2020-10-13 Richard G. Freedman , Steven J. Levine , Brian C. Williams , Shlomo Zilberstein

There are many unknowns regarding the characteristics and dynamics of human-AI teams, including a lack of understanding of how certain human-human teaming concepts may or may not apply to human-AI teams and how this composition affects team…

Human-Computer Interaction · Computer Science 2021-05-25 Nathan J. McNeese , Beau G. Schelble , Lorenzo Barberis Canonico , Mustafa Demir

According to several empirical investigations, despite enhancing human capabilities, human-AI cooperation frequently falls short of expectations and fails to reach true synergy. We propose a task-driven framework that reverses prevalent…

Computers and Society · Computer Science 2026-05-26 Saleh Afroogh , Kush R. Varshney , Jason D'Cruz

In the evolving landscape of human-autonomy teaming (HAT), fostering effective collaboration and trust between human and autonomous agents is increasingly important. To explore this, we used the game Overcooked AI to create dynamic teaming…

Human-Computer Interaction · Computer Science 2025-06-18 Anthony J. Ries , Stéphane Aroca-Ouellette , Alessandro Roncone , Ewart J. de Visser

We formalize AI-human collaboration through an agent-based simulation that distinguishes optimization-based AI search from satisficing-based human adaptation. Using an NK model, we examine how these distinct decision heuristics interact…

Multiagent Systems · Computer Science 2026-02-17 Prothit Sen , Sai Mihir Jakkaraju

Models of crowdsourcing and human computation often assume that individuals independently carry out small, modular tasks. However, while these models have successfully shown how crowds can accomplish significant objectives, they can…

Computers and Society · Computer Science 2023-09-04 David T. Lee , Christos A. Makridis

Human-robot interaction and game theory have developed distinct theories of trust for over three decades in relative isolation from one another. Human-robot interaction has focused on the underlying dimensions, layers, correlates, and…

Human-Computer Interaction · Computer Science 2021-11-16 Yosef S. Razin , Karen M. Feigh

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…

Zero-shot human-AI coordination holds the promise of collaborating with humans without human data. Prevailing methods try to train the ego agent with a population of partners via self-play. However, these methods suffer from two problems:…

Artificial Intelligence · Computer Science 2023-05-23 Xingzhou Lou , Jiaxian Guo , Junge Zhang , Jun Wang , Kaiqi Huang , Yali Du

This paper describes a research study that aims to investigate changes in effective communication during human-AI collaboration with special attention to the perception of competence among team members and varying levels of task load placed…

Human-Computer Interaction · Computer Science 2021-10-08 Andres Rosero , Faustina Dinh , Ewart J. de Visser , Tyler Shaw , Elizabeth Phillips

This work addresses the problem of analyzing cooperation in heterogeneous multi-agent systems which operate under partial observability and temporal role dependency, framed within a destructive multi-agent foraging setting. Unlike most…

Multiagent Systems · Computer Science 2026-02-12 Alejandro Mendoza Barrionuevo , Samuel Yanes Luis , Daniel Gutiérrez Reina , Sergio L. Toral Marín

The promise of human-AI teaming lies in humans and AI working together to achieve performance levels neither could accomplish alone. Effective communication between AI and humans is crucial for teamwork, enabling users to efficiently…

Human-Computer Interaction · Computer Science 2025-08-13 Tina Behzad , Nikolos Gurney , Ning Wang , David V. Pynadath

Humans and AIs are often paired on decision tasks with the expectation of achieving complementary performance -- where the combination of human and AI outperforms either one alone. However, how to improve performance of a human-AI team is…

Human-Computer Interaction · Computer Science 2025-02-26 Ziyang Guo , Yifan Wu , Jason Hartline , Jessica Hullman

Human-AI collaboration is evolving from a tool-based perspective to a partnership model where AI systems complement and enhance human capabilities. Traditional approaches often limit AI to a supportive role, missing the potential for…

Human-Computer Interaction · Computer Science 2025-02-04 Aung Pyae

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

Human-Computer Interaction · Computer Science 2024-04-19 Steffen Holter , Mennatallah El-Assady
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