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Imitation can be viewed as a means of enhancing learning in multiagent environments. It augments an agent's ability to learn useful behaviors by making intelligent use of the knowledge implicit in behaviors demonstrated by cooperative…

机器学习 · 计算机科学 2011-06-06 C. Boutilier , B. Price

Multi-agent reinforcement learning has received significant interest in recent years notably due to the advancements made in deep reinforcement learning which have allowed for the developments of new architectures and learning algorithms.…

多智能体系统 · 计算机科学 2018-12-27 Nicolas Anastassacos , Mirco Musolesi

Recent advancements in AI have highlighted its application in captology, the field of using computers as persuasive technologies. We hypothesized that the "conformity effect," where individuals align with others' actions, also occurs with…

人机交互 · 计算机科学 2025-10-20 Rikuo Sasaki , Michimasa Inaba

We provide ongoing results from the development of a personalized learning system integrated into a serious game. Given limited instructor resources, the use of computerized systems to help tutor students offers a way to provide higher…

计算机与社会 · 计算机科学 2023-05-29 Ying Tang , Ryan Hare

This paper explores the transformative impact of Generative Artificial Intelligence (GenAI) on teachers' roles and agencies in education, presenting a comprehensive framework that addresses teachers' perceptions, knowledge, acceptance, and…

计算机与社会 · 计算机科学 2024-10-07 Xiaoming Zhai

Effective teaching requires adapting instructional strategies to accommodate the diverse cognitive and behavioral profiles of students, a persistent challenge in education and teacher training. While Large Language Models (LLMs) offer…

人工智能 · 计算机科学 2025-05-27 Debdeep Sanyal , Agniva Maiti , Umakanta Maharana , Dhruv Kumar , Ankur Mali , C. Lee Giles , Murari Mandal

This study systematically reviews the transformative role of Tutoring Systems, encompassing Intelligent Tutoring Systems (ITS) and Robot Tutoring Systems (RTS), in addressing global educational challenges through advanced technologies. As…

计算机与社会 · 计算机科学 2025-03-14 Vincent Liu , Ehsan Latif , Xiaoming Zhai

This study examines the impact of an LLM-powered teachable agent, grounded in the Learning by Teaching (LBT) pedagogy, on students' music theory learning and cognitive load. The participants were 28 Chinese university students with prior…

人机交互 · 计算机科学 2025-04-02 Lingxi Jin , Baicheng Lin , Mengze Hong , Kun Zhang , Hyo-Jeong So

Agent learning from human interaction often relies on explicit signals, but implicit social cues, such as prosody in speech, could provide valuable information for more effective learning. This paper advocates for the integration of prosody…

机器学习 · 计算机科学 2024-11-01 Matilda Knierim , Sahil Jain , Murat Han Aydoğan , Kenneth Mitra , Kush Desai , Akanksha Saran , Kim Baraka

Procedural activity assistants potentially support humans in a variety of settings, from our daily lives, e.g., cooking or assembling flat-pack furniture, to professional situations, e.g., manufacturing or biological experiments. Despite…

计算与语言 · 计算机科学 2025-10-02 Kimihiro Hasegawa , Wiradee Imrattanatrai , Masaki Asada , Ken Fukuda , Teruko Mitamura

Physics education research has consistently shown that students have higher learning outcomes when enrolled in interactive-engagement courses. Consequently, many schools are actively reforming their introductory curricula. For courses where…

物理教育 · 物理学 2016-02-26 Eric Hickok

Artificial intelligence systems increasingly involve continual learning to enable flexibility in general situations that are not encountered during system training. Human interaction with autonomous systems is broadly studied, but research…

Computer-supported learning is an increasingly important form of study since it allows for independent learning and individualized instruction. In this paper, we discuss a novel approach to developing an intelligent tutoring system for…

人工智能 · 计算机科学 2012-02-23 Serge Autexier , Dominik Dietrich , Marvin Schiller

Generative social agents (GSAs) use artificial intelligence to autonomously communicate with human users in a natural and adaptive manner. Currently, there is a lack of theorizing regarding interactions with GSAs, and likewise, few…

人机交互 · 计算机科学 2026-02-13 Stephan Vonschallen , Friederike Eyssel , Theresa Schmiedel

Recent vision-language models have strong perceptual ability but their implicit reasoning is hard to explain and easily generates hallucinations on complex queries. Compositional methods improve interpretability, but most rely on a single…

人工智能 · 计算机科学 2026-01-28 Zhixi Cai , Fucai Ke , Kevin Leo , Sukai Huang , Maria Garcia de la Banda , Peter J. Stuckey , Hamid Rezatofighi

Using robots in educational contexts has already shown to be beneficial for a student's learning and social behaviour. For levitating them to the next level of providing more effective and human-like tutoring, the ability to adapt to the…

机器人学 · 计算机科学 2022-12-21 Matthias Kraus , Diana Betancourt , Wolfgang Minker

In health psychology, Behaviour Change Theories(BCTs) play an important role in modelling human goal achievement in adverse environments. Some of these theories use concepts that are also used in computational modelling of cognition and…

计算机与社会 · 计算机科学 2021-10-19 Catriona M. Kennedy

Iterative machine teaching is a method for selecting an optimal teaching example that enables a student to efficiently learn a target concept at each iteration. Existing studies on iterative machine teaching are based on supervised machine…

机器学习 · 计算机科学 2020-06-30 Mingzhe Yang , Yukino Baba

Interactive reinforcement learning proposes the use of externally-sourced information in order to speed up the learning process. When interacting with a learner agent, humans may provide either evaluative or informative advice. Prior…

人工智能 · 计算机科学 2022-07-08 Adam Bignold , Francisco Cruz , Richard Dazeley , Peter Vamplew , Cameron Foale

Human education transcends mere knowledge transfer, it relies on co-adaptation dynamics -- the mutual adjustment of teaching and learning strategies between agents. Despite its centrality, computational models of co-adaptive teacher-student…

计算机与社会 · 计算机科学 2025-05-07 Francesco Balzan , Pedro P. Santos , Maurizio Gabbrielli , Mahault Albarracin , Manuel Lopes