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Related papers: Mutual Theory of Mind for Human-AI Communication

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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…

Human-Computer Interaction · Computer Science 2024-09-16 Shao Zhang , Xihuai Wang , Wenhao Zhang , Yongshan Chen , Landi Gao , Dakuo Wang , Weinan Zhang , Xinbing Wang , Ying Wen

Within the context of human-robot interaction (HRI), Theory of Mind (ToM) is intended to serve as a user-friendly backend to the interface of robotic systems, enabling robots to infer and respond to human mental states. When integrated into…

Robotics · Computer Science 2026-02-20 Marie S. Bauer , Julia Gachot , Matthias Kerzel , Cornelius Weber , Stefan Wermter

We present a new explainable AI (XAI) framework aimed at increasing justified human trust and reliance in the AI machine through explanations. We pose explanation as an iterative communication process, i.e. dialog, between the machine and…

Artificial Intelligence · Computer Science 2019-09-17 Arjun R. Akula , Changsong Liu , Sari Saba-Sadiya , Hongjing Lu , Sinisa Todorovic , Joyce Y. Chai , Song-Chun Zhu

The search for effective collaboration between humans and computer systems is one of the biggest challenges in Artificial Intelligence. One of the more effective mechanisms that humans use to coordinate with one another is theory of mind…

Human-Computer Interaction · Computer Science 2025-03-24 Ramira van der Meulen , Rineke Verbrugge , Max van Duijn

Improving the Theory of Mind (ToM) capability of Large Language Models (LLMs) is crucial for effective social interactions between these AI models and humans. However, the existing benchmarks often measure ToM capability improvement through…

Artificial Intelligence · Computer Science 2026-05-18 Nanxu Gong , Zixin Chen , Haotian Li , Zishu Zhao , Jianxun Lian , Huamin Qu , Yanjie Fu , Xing Xie

Understanding people's social interactions in complex real-world scenarios often relies on intricate mental reasoning. To truly understand how and why people interact with one another, we must infer the underlying mental states that give…

Artificial Intelligence · Computer Science 2025-01-24 Haojun Shi , Suyu Ye , Xinyu Fang , Chuanyang Jin , Leyla Isik , Yen-Ling Kuo , Tianmin Shu

Reaching a consensus on the team plans is vital to human-AI coordination. Although previous studies provide approaches through communications in various ways, it could still be hard to coordinate when the AI has no explainable plan to…

Human-Computer Interaction · Computer Science 2024-05-06 Chenxu Wang , Zilong Chen , Angelo Cangelosi , Huaping Liu

Theory of Mind (ToM) -- the ability to infer what others are thinking (e.g., intentions) from observable cues -- is traditionally considered fundamental to human social interactions. This has sparked growing efforts in building and…

Human-Computer Interaction · Computer Science 2026-02-13 Qiaosi Wang , Jini Kim , Avanita Sharma , Alicia , Lee , Jodi Forlizzi , Hong Shen

Humans learn from observations and experiences to adjust their behaviours towards better performance. Interacting with such dynamic humans is challenging, as the robot needs to predict the humans accurately for safe and efficient…

Robotics · Computer Science 2025-02-13 Yuwen Liao , Muqing Cao , Xinhang Xu , Lihua Xie

Being able to predict the mental states of others is a key factor to effective social interaction. It is also crucial for distributed multi-agent systems, where agents are required to communicate and cooperate. In this paper, we introduce…

Multiagent Systems · Computer Science 2022-04-26 Yuanfei Wang , Fangwei Zhong , Jing Xu , Yizhou Wang

We propose MToMnet - a Theory of Mind (ToM) neural network for predicting beliefs and their dynamics during human social interactions from multimodal input. ToM is key for effective nonverbal human communication and collaboration, yet,…

Artificial Intelligence · Computer Science 2024-08-29 Matteo Bortoletto , Constantin Ruhdorfer , Lei Shi , Andreas Bulling

Theory of Mind (ToM) -- the ability to understand that others can have differing knowledge and goals -- enables agents to reason about others' beliefs while planning their own actions. We present a novel approach to multi-agent cooperation…

Artificial Intelligence · Computer Science 2025-09-05 Riddhi J. Pitliya , Ozan Çatal , Toon Van de Maele , Corrado Pezzato , Tim Verbelen

Existing approaches to Theory of Mind (ToM) in Artificial Intelligence (AI) overemphasize prompted, or cue-based, ToM, which may limit our collective ability to develop Artificial Social Intelligence (ASI). Drawing from research in computer…

Artificial Intelligence · Computer Science 2024-02-22 Nikolos Gurney , David V. Pynadath , Volkan Ustun

Theory of Mind (ToM) is the ability to attribute mental states to others, the basis of human cognition. At present, there has been growing interest in the AI with cognitive abilities, for example in healthcare and the motoring industry.…

Artificial Intelligence · Computer Science 2023-03-22 Yuanyuan Mao , Shuang Liu , Pengshuai Zhao , Qin Ni , Xin Lin , Liang He

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…

Multiagent Systems · Computer Science 2023-11-09 Zhuoya Zhao , Feifei Zhao , Shiwen Wang , Yinqian Sun , Yi Zeng

Design fictions allow us to prototype the future. They enable us to interrogate emerging or non-existent technologies and examine their implications. We present three design fictions that probe the potential consequences of operationalizing…

Human-Computer Interaction · Computer Science 2024-06-19 Justin D. Weisz , Michael Muller , Arielle Goldberg , Dario Andres Silva Moran

Theory of Mind (ToM) is the ability to understand human thinking and decision-making, an ability that plays a crucial role in social interaction between people, including linguistic communication. This paper investigates to what extent…

Computation and Language · Computer Science 2023-09-14 Bart Holterman , Kees van Deemter

Human social interactions depend on the ability to infer others' unspoken intentions, emotions, and beliefs-a cognitive skill grounded in the psychological concept of Theory of Mind (ToM). While large language models (LLMs) excel in…

Computation and Language · Computer Science 2025-10-15 Xuanming Zhang , Yuxuan Chen , Samuel Yeh , Sharon Li

Real-time human-artificial intelligence (AI) collaboration is crucial yet challenging, especially when AI agents must adapt to diverse and unseen human behaviors in dynamic scenarios. Existing large language model (LLM) agents often fail to…

Machine Learning · Computer Science 2025-07-21 Xiyun Li , Yining Ding , Yuhua Jiang , Yunlong Zhao , Runpeng Xie , Shuang Xu , Yuanhua Ni , Yiqin Yang , Bo Xu

Theory of Mind (ToM)-an understanding of the mental states of others-is a key aspect of human social intelligence, yet, chatbots and LLM-based social agents do not typically integrate it. In this work, we demonstrate that LLMs that…

Computation and Language · Computer Science 2026-04-14 EunJeong Hwang , Yuwei Yin , Giuseppe Carenini , Peter West , Vered Shwartz
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