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Theory of Mind (ToM) is a fundamental cognitive architecture that endows humans with the ability to attribute mental states to others. Humans infer the desires, beliefs, and intentions of others by observing their behavior and, in turn,…

Robotics · Computer Science 2023-11-09 Chuang Yu , Baris Serhan , Angelo Cangelosi

The adaptation to users' preferences and the ability to infer and interpret humans' beliefs and intents, which is known as the Theory of Mind (ToM), are two crucial aspects for achieving effective human-robot collaboration. Despite its…

Robotics · Computer Science 2025-11-05 Antonio Andriella , Giovanni Falcone , Silvia Rossi

In complex environments, where the human sensory system reaches its limits, our behaviour is strongly driven by our beliefs about the state of the world around us. Accessing others' beliefs, intentions, or mental states in general, could…

Robotics · Computer Science 2022-10-19 Francesca Bianco , Dimitri Ognibene

Machine learning of Theory of Mind (ToM) is essential to build social agents that co-live with humans and other agents. This capacity, once acquired, will help machines infer the mental states of others from observed contextual action…

Machine Learning · Computer Science 2022-04-21 Dung Nguyen , Phuoc Nguyen , Hung Le , Kien Do , Svetha Venkatesh , Truyen Tran

Theory of Mind (ToM), the ability to attribute beliefs, intentions, or mental states to others, is a crucial feature of human social interaction. In complex environments, where the human sensory system reaches its limits, behaviour is…

Neural and Evolutionary Computing · Computer Science 2024-07-26 Francesca Bianco , Silvia Rigato , Maria Laura Filippetti , Dimitri Ognibene

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) refers to the ability to reason about others' mental states, and higher-order ToM involves considering that others also possess their own ToM. Equipping large language model (LLM)-driven agents with ToM has long been…

Artificial Intelligence · Computer Science 2026-03-18 Chunjiang Mu , Ya Zeng , Qiaosheng Zhang , Kun Shao , Chen Chu , Hao Guo , Danyang Jia , Zhen Wang , Shuyue Hu

Despite the recent advancement in the social robotic field, important limitations restrain its progress and delay the application of robots in everyday scenarios. In the present paper, we propose to develop computational models inspired by…

Robotics · Computer Science 2019-09-04 Francesca Bianco , Dimitri Ognibene

A major challenge in cognitive science and AI has been to understand how autonomous agents might acquire and predict behavioral and mental states of other agents in the course of complex social interactions. How does such an agent model the…

Multiagent Systems · Computer Science 2019-06-03 Ismael T. Freire , Xerxes D. Arsiwalla , Jordi-Ysard Puigbò , Paul Verschure

For robots to interact socially, they must interpret human intentions and anticipate their potential outcomes accurately. This is particularly important for social robots designed for human care, which may face potentially dangerous…

Robotics · Computer Science 2024-07-11 Noé Zapata , Gerardo Pérez , Lucas Bonilla , Pedro Núñez , Pilar Bachiller , Pablo Bustos

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

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

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

New developments are enabling AI systems to perceive, recognize, and respond with social cues based on inferences made from humans' explicit or implicit behavioral and verbal cues. These AI systems, equipped with an equivalent of human's…

Human-Computer Interaction · Computer Science 2024-05-28 Qiaosi Wang , Ashok K. Goel

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

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

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

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

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

Social reasoning necessitates the capacity of theory of mind (ToM), the ability to contextualise and attribute mental states to others without having access to their internal cognitive structure. Recent machine learning approaches to ToM…

Artificial Intelligence · Computer Science 2023-01-18 Dung Nguyen , Phuoc Nguyen , Hung Le , Kien Do , Svetha Venkatesh , Truyen Tran
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