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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…

人工智能 · 计算机科学 2023-01-18 Dung Nguyen , Phuoc Nguyen , Hung Le , Kien Do , Svetha Venkatesh , Truyen Tran

Theory of mind (ToM; Premack & Woodruff, 1978) broadly refers to humans' ability to represent the mental states of others, including their desires, beliefs, and intentions. We propose to train a machine to build such models too. We design a…

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

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…

多智能体系统 · 计算机科学 2022-04-26 Yuanfei Wang , Fangwei Zhong , Jing Xu , Yizhou Wang

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…

机器人学 · 计算机科学 2025-02-13 Yuwen Liao , Muqing Cao , Xinhang Xu , Lihua Xie

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…

神经与进化计算 · 计算机科学 2024-07-26 Francesca Bianco , Silvia Rigato , Maria Laura Filippetti , Dimitri Ognibene

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…

机器人学 · 计算机科学 2022-10-19 Francesca Bianco , 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,…

人工智能 · 计算机科学 2024-08-29 Matteo Bortoletto , Constantin Ruhdorfer , Lei Shi , Andreas Bulling

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,…

机器人学 · 计算机科学 2023-11-09 Chuang Yu , Baris Serhan , Angelo Cangelosi

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.…

人工智能 · 计算机科学 2023-03-22 Yuanyuan Mao , Shuang Liu , Pengshuai Zhao , Qin Ni , Xin Lin , Liang He

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…

人工智能 · 计算机科学 2025-09-05 Riddhi J. Pitliya , Ozan Çatal , Toon Van de Maele , Corrado Pezzato , Tim Verbelen

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…

机器人学 · 计算机科学 2025-11-05 Antonio Andriella , Giovanni Falcone , Silvia Rossi

Relating explicit psychological mechanisms and observable behaviours is a central aim of psychological and behavioural science. We implemented the principles of the Projective Consciousness Model into artificial agents embodied as virtual…

神经元与认知 · 定量生物学 2025-11-26 David Rudrauf , Grégoire Sergeant-Perthuis , Yvain Tisserand , Teerawat Monnor , Olivier Belli

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…

多智能体系统 · 计算机科学 2019-06-03 Ismael T. Freire , Xerxes D. Arsiwalla , Jordi-Ysard Puigbò , Paul Verschure

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…

计算与语言 · 计算机科学 2026-04-14 EunJeong Hwang , Yuwei Yin , Giuseppe Carenini , Peter West , Vered Shwartz

Theory of Mind (ToM), the ability to understand people's minds based on their behavior, is key to developing socially intelligent agents. Current approaches to ToM reasoning either rely on prompting Large Language Models (LLMs), which are…

人工智能 · 计算机科学 2026-01-15 Zhining Zhang , Chuanyang Jin , Mung Yao Jia , Shunchi Zhang , Tianmin Shu

Unlike current state-of-the-art language models, young children actively acquire language through interactions with their surrounding environment and caretakers. One mechanism that has been argued to be critical to language learning is the…

计算与语言 · 计算机科学 2023-03-03 Andy Liu , Hao Zhu , Emmy Liu , Yonatan Bisk , Graham Neubig

Cognitive abilities, such as Theory of Mind (ToM), play a vital role in facilitating cooperation in human social interactions. However, our study reveals that agents with higher ToM abilities may not necessarily exhibit better cooperative…

多智能体系统 · 计算机科学 2025-05-15 Jiaqi Shao , Tianjun Yuan , Tao Lin , Bing Luo

The ability to interpret the mental state of another agent based on its behavior, also called Theory of Mind (ToM), is crucial for humans in any kind of social interaction. Artificial systems, such as intelligent assistants, would also…

人工智能 · 计算机科学 2019-09-24 Jan Pöppel , Stefan Kopp

Currently, in the study of multiagent systems, the intentions of agents are usually ignored. Nonetheless, as pointed out by Theory of Mind (ToM), people regularly reason about other's mental states, including beliefs, goals, and intentions,…

多智能体系统 · 计算机科学 2021-10-04 Luyao Yuan , Zipeng Fu , Linqi Zhou , Kexin Yang , Song-Chun Zhu
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