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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

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…

Theory of Mind (ToM) refers to the ability to attribute mental states, such as beliefs, desires, intentions, and knowledge, to oneself and others, and to understand that these mental states can differ from one's own and from reality. We…

人工智能 · 计算机科学 2024-03-15 Anirban Mukherjee , Hannah Hanwen Chang

The rapid growth of e-commerce increases the need for larger warehouses and their automation, thus using robots as assistants to human workers becomes a priority. In order to operate efficiently and safely, robot assistants or the…

机器人学 · 计算机科学 2018-04-06 Tomislav Petković , Ivan Marković , Ivan Petrović

Monitoring autonomous large language model (LLM) agents for covert malicious behavior is challenging due to delayed, context-dependent, and long-horizon attack patterns. Agents may pursue hidden objectives while maintaining superficially…

机器学习 · 计算机科学 2026-05-26 Nesreen K. Ahmed , Nima Nafisi

While Large Language Models (LLMs) have demonstrated impressive accomplishments in both reasoning and planning, their abilities in multi-agent collaborations remains largely unexplored. This study evaluates LLM-based agents in a multi-agent…

计算与语言 · 计算机科学 2024-06-28 Huao Li , Yu Quan Chong , Simon Stepputtis , Joseph Campbell , Dana Hughes , Michael Lewis , Katia Sycara

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…

人机交互 · 计算机科学 2024-05-28 Qiaosi Wang , Ashok K. Goel

A major challenge for world models in multi-agent systems is to understand interdependent agent dynamics, predict interactive multi-agent trajectories, and plan over long horizons with collective awareness, without centralized supervision…

人工智能 · 计算机科学 2026-03-03 Lingyi Wang , Rashed Shelim , Walid Saad , Naren Ramakrishna

Theory of mind (ToM) refers to humans' ability to understand and infer the desires, beliefs, and intentions of others. The acquisition of ToM plays a key role in humans' social cognition and interpersonal relations. Though indispensable for…

计算与语言 · 计算机科学 2024-05-21 Jincenzi Wu , Zhuang Chen , Jiawen Deng , Sahand Sabour , Helen Meng , Minlie Huang

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…

机器人学 · 计算机科学 2019-09-04 Francesca Bianco , Dimitri Ognibene

A major challenge for Multi-Agent Systems is enabling agents to adapt dynamically to diverse environments in which opponents and teammates may continually change. Agents trained using conventional methods tend to excel only within the…

人工智能 · 计算机科学 2025-04-09 Qian Long , Ruoyan Li , Minglu Zhao , Tao Gao , Demetri Terzopoulos

In this paper we present a computational modeling account of an active self in artificial agents. In particular we focus on how an agent can be equipped with a sense of control and how it arises in autonomous situated action and, in turn,…

人工智能 · 计算机科学 2021-12-13 Sebastian Kahl , Sebastian Wiese , Nele Russwinkel , Stefan Kopp

Humans continuously infer the states, goals, and behaviors of others by perceiving their surroundings in dynamic, real-world social interactions. However, most Theory of Mind (ToM) benchmarks only evaluate static, text-based scenarios,…

计算与语言 · 计算机科学 2025-12-16 Xianzhe Fan , Xuhui Zhou , Chuanyang Jin , Kolby Nottingham , Hao Zhu , Maarten Sap

Recent work on dialogue-based collaborative plan acquisition (CPA) has suggested that Theory of Mind (ToM) modelling can improve missing knowledge prediction in settings with asymmetric skill-sets and knowledge. Although ToM was claimed to…

人工智能 · 计算机科学 2024-05-30 Matteo Bortoletto , Constantin Ruhdorfer , Adnen Abdessaied , Lei Shi , Andreas Bulling

Great advancements have been achieved in the field of robotics, however, main challenges remain, including building robots with an adaptive Theory of Mind (ToM). In the present paper, seven current robotic architectures for human-robot…

机器人学 · 计算机科学 2019-09-04 Francesca Bianco , Dimitri Ognibene

A Multi-robot system (MRS) provides significant advantages for intricate tasks such as environmental monitoring, underwater inspections, and space missions. However, addressing potential communication failures or the lack of communication…

机器人学 · 计算机科学 2025-02-04 Lauren Bramblett , Jonathan Reasoner , Nicola Bezzo

With the substantial growth of logistics businesses the need for larger warehouses and their automation arises, thus using robots as assistants to human workers is becoming a priority. In order to operate efficiently and safely, robot…

机器人学 · 计算机科学 2019-01-11 Tomislav Petković , David Puljiz , Ivan Marković , Björn Hein

Large Language Models have shown exceptional generative abilities in various natural language and generation tasks. However, possible anthropomorphization and leniency towards failure cases have propelled discussions on emergent abilities…

机器人学 · 计算机科学 2024-01-18 Mudit Verma , Siddhant Bhambri , Subbarao Kambhampati

Natural language interaction with agentic Artificial Intelligence (AI), driven by Large Language Models (LLMs), is expected to remain a dominant paradigm in the near future. While humans instinctively align their communication with mental…

计算与语言 · 计算机科学 2025-05-21 Mehdi Jafari , Devin Yuncheng Hua , Hao Xue , Flora Salim

As large language models (LLMs) become the engine behind conversational systems, their ability to reason about the intentions and states of their dialogue partners (i.e., form and use a theory-of-mind, or ToM) becomes increasingly critical…

计算与语言 · 计算机科学 2026-04-14 Hanqi Xiao , Vaidehi Patil , Zaid Khan , Hyunji Lee , Elias Stengel-Eskin , Mohit Bansal