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相关论文: A Critique of Human-Autonomous Team Dynamics: Cont…

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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…

人机交互 · 计算机科学 2021-05-25 Nathan J. McNeese , Beau G. Schelble , Lorenzo Barberis Canonico , Mustafa Demir

The rapid advancement of AI, including Large Language Models, has propelled autonomous agents forward, accelerating the human-agent teaming (HAT) paradigm to leverage complementary strengths. However, HAT research remains fragmented, often…

人机交互 · 计算机科学 2025-04-16 Mengyao Wang , Jiayun Wu , Shuai Ma , Nuo Li , Peng Zhang , Ning Gu , Tun Lu

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…

人机交互 · 计算机科学 2021-10-08 Andres Rosero , Faustina Dinh , Ewart J. de Visser , Tyler Shaw , Elizabeth Phillips

As human-agent teaming (HAT) research continues to grow, computational methods for modeling HAT behaviors and measuring HAT effectiveness also continue to develop. One rising method involves the use of human digital twins (HDT) to…

The integration of artificial intelligence (AI) into human teams is widely expected to enhance performance and collaboration. However, our study reveals a striking and counterintuitive result: human-AI teams performed worse than human-only…

人机交互 · 计算机科学 2025-01-28 Yinuo Qin , Richard T. Lee , Paul Sajda

The Human-Autonomy Teaming paradigm (HAT) has recently emerged to model and design hybrid teams, where a human operator must cooperate with an artificial agent, able to independently evolve in dynamic and uncertain situations. An important…

人机交互 · 计算机科学 2023-01-18 Philippe Rauffet

Artificial Intelligence (AI) techniques, particularly machine learning techniques, are rapidly transforming tactical operations by augmenting human decision-making capabilities. This paper explores AI-driven Human-Autonomy Teaming (HAT) as…

人机交互 · 计算机科学 2024-11-18 Desta Haileselassie Hagos , Hassan El Alami , Danda B. Rawat

Artificial intelligence is undergoing a structural transformation marked by the rise of agentic systems capable of open-ended action trajectories, generative representations and outputs, and evolving objectives. These properties introduce…

人工智能 · 计算机科学 2026-03-06 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

Research on Collaborative Problem Solving (CPS) has traditionally examined how humans rely on one another cognitively and socially to accomplish tasks together. With the rapid advancement of AI and large language models, however, a new…

人机交互 · 计算机科学 2025-10-14 Jaeyoon Choi , Mohammad Amin Samadi , Spencer JaQuay , Seehee Park , Nia Nixon

Multi-Agent Systems (MAS) with Large Language Model (LLM)-powered agents are gaining attention, yet fewer studies explore their team dynamics. Inspired by human team science, we propose a multi-agent framework to examine core aspects of…

计算与语言 · 计算机科学 2025-10-13 Rasika Muralidharan , Haewoon Kwak , Jisun An

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…

人机交互 · 计算机科学 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

计算机与社会 · 计算机科学 2026-02-06 Harang Ju , Sinan Aral

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…

Theory of Mind (ToM) significantly impacts human collaboration and communication as a crucial capability to understand others. When AI agents with ToM capability collaborate with humans, Mutual Theory of Mind (MToM) arises in such human-AI…

人机交互 · 计算机科学 2024-09-16 Shao Zhang , Xihuai Wang , Wenhao Zhang , Yongshan Chen , Landi Gao , Dakuo Wang , Weinan Zhang , Xinbing Wang , Ying Wen

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…

人机交互 · 计算机科学 2025-06-18 Anthony J. Ries , Stéphane Aroca-Ouellette , Alessandro Roncone , Ewart J. de Visser

We seek measurable properties of AI agents that make them better or worse teammates from the subjective perspective of human collaborators. Our experiments use the cooperative card game Hanabi -- a common benchmark for AI-teaming research.…

人机交互 · 计算机科学 2025-03-21 Ho Chit Siu , Jaime D. Peña , Yutai Zhou , Ross E. Allen

State-of-the-art methods for Human-AI Teaming and Zero-shot Cooperation focus on task completion, i.e., task rewards, as the sole evaluation metric while being agnostic to how the two agents work with each other. Furthermore, subjective…

多智能体系统 · 计算机科学 2026-01-21 Upasana Biswas , Vardhan Palod , Siddhant Bhambri , Subbarao Kambhampati

People frequently face challenging decision-making problems in which outcomes are uncertain or unknown. Artificial intelligence (AI) algorithms exist that can outperform humans at learning such tasks. Thus, there is an opportunity for AI…

人工智能 · 计算机科学 2018-12-27 Ravi Pandya , Sandy H. Huang , Dylan Hadfield-Menell , Anca D. Dragan

Improving our understanding of how humans perceive AI teammates is an important foundation for our general understanding of human-AI teams. Extending relevant work from cognitive science, we propose a framework based on item response theory…

机器学习 · 计算机科学 2023-05-17 Markelle Kelly , Aakriti Kumar , Padhraic Smyth , Mark Steyvers

Voice assistants are increasingly prevalent, from personal devices to team environments. This study explores how voice type and contribution quality influence human-agent team performance and perceptions of anthropomorphism, animacy,…

人机交互 · 计算机科学 2024-11-25 Samuel Westby , Richard J. Radke , Christoph Riedl , Brooke Foucault Welles
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