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相关论文: Collective Intelligence in Human-AI Teams: A Bayes…

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AI and humans bring complementary skills to group deliberations. Modeling this group decision making is especially challenging when the deliberations include an element of risk and an exploration-exploitation process of appraising the…

人机交互 · 计算机科学 2022-01-11 Wei Ye , Francesco Bullo , Noah Friedkin , Ambuj K Singh

Theory of Mind is the ability to attribute mental states (beliefs, intents, knowledge, perspectives, etc.) to others and recognize that these mental states may differ from one's own. Theory of Mind is critical to effective communication and…

计算机视觉与模式识别 · 计算机科学 2017-10-03 Arjun Chandrasekaran , Deshraj Yadav , Prithvijit Chattopadhyay , Viraj Prabhu , Devi Parikh

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

Collective intelligence plays a central role in many fields, from economics and evolutionary theory to neural networks and eusocial insects, and is also core to work on emergence and self-organisation in complex-systems theory. However, in…

多智能体系统 · 计算机科学 2025-07-09 Michael S. Harré , Catherine Drysdale , Jaime Ruiz-Serra

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

Recent advances in Artificial Intelligence have produced agents that can beat human world champions at games like Go, Starcraft, and Dota2. However, most of these models do not seem to play in a human-like manner: People infer others'…

人工智能 · 计算机科学 2020-08-03 Terence X. Lim , Sidney Tio , Desmond C. Ong

Independent from the still ongoing research in measuring individual intelligence, we anticipate and provide a framework for measuring collective intelligence. Collective intelligence refers to the idea that several individuals can…

人工智能 · 计算机科学 2013-07-01 Michel Halmes

A core part of human intelligence is the ability to work flexibly with others to achieve goals. The incorporation of artificial agents into human spaces is making increasing demands on artificial intelligence (AI) to demonstrate and…

人机交互 · 计算机科学 2026-03-30 William J. Bingley , S. Alexander Haslam , Janet Wiles

The human-agent team, which is a problem in which humans and autonomous agents collaborate to achieve one task, is typical in human-AI collaboration. For effective collaboration, humans want to have an effective plan, but in realistic…

人工智能 · 计算机科学 2021-09-02 Ryo Nakahashi , Seiji Yamada

For effective human-agent teaming, robots and other artificial intelligence (AI) agents must infer their human partner's abilities and behavioral response patterns and adapt accordingly. Most prior works make the unrealistic assumption that…

机器人学 · 计算机科学 2024-03-26 Manisha Natarajan , Chunyue Xue , Sanne van Waveren , Karen Feigh , Matthew Gombolay

Complex systems show the capacity to aggregate information and to display coordinated activity. In the case of social systems the interaction of different individuals leads to the emergence of norms, trends in political positions, opinions,…

物理与社会 · 物理学 2016-04-25 Toni Pérez , Jordi Zamora , Víctor M. Eguíluz

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

Collaboration requires agents to coordinate their behavior on the fly, sometimes cooperating to solve a single task together and other times dividing it up into sub-tasks to work on in parallel. Underlying the human ability to collaborate…

人工智能 · 计算机科学 2020-07-07 Rose E. Wang , Sarah A. Wu , James A. Evans , Joshua B. Tenenbaum , David C. Parkes , Max Kleiman-Weiner

We show that the ability to lead groups of humans is predicted by leadership skill with Artificially Intelligent agents. In a large pre-registered lab experiment, human leaders worked with AI agents to solve problems. Their performance on…

综合经济学 · 经济学 2025-08-06 Ben Weidmann , Yixian Xu , David J. Deming

Current societal challenges exceed the capacity of humans operating either alone or collectively. As AI evolves, its role within human collectives will vary from an assistive tool to a participatory member. Humans and AI possess…

计算机与社会 · 计算机科学 2024-11-26 Hao Cui , Taha Yasseri

What do we want from machine intelligence? We envision machines that are not just tools for thought, but partners in thought: reasonable, insightful, knowledgeable, reliable, and trustworthy systems that think with us. Current artificial…

Understanding each other is the key to success in collaboration. For humans, attributing mental states to others, the theory of mind, provides the crucial advantage. We argue for formulating human--AI interaction as a multi-agent problem,…

人机交互 · 计算机科学 2019-12-12 Mustafa Mert Çelikok , Tomi Peltola , Pedram Daee , Samuel Kaski

Social intelligence manifests the capability, often referred to as the Theory of Mind (ToM), to discern others' behavioral intentions, beliefs, and other mental states. ToM is especially important in multi-agent and human-machine…

多智能体系统 · 计算机科学 2023-11-09 Zhuoya Zhao , Feifei Zhao , Shiwen Wang , Yinqian Sun , Yi Zeng

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

人工智能 · 计算机科学 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

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
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