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Integrating Large Language Models (LLMs) into educational practice enables personalized learning by accommodating diverse learner behaviors. This study explored diverse learner profiles within a multi-agent, LLM-empowered learning…

Computers and Society · Computer Science 2025-10-13 Zhanxin Hao , Jianxiao Jiang , Jifan Yu , Zhiyuan Liu , Yu Zhang

This study examines the impact of an AI instructional agent on students' perceived learner control and academic performance in a medium demanding course with lecturing as the main teaching strategy. Based on a randomized controlled trial,…

Computers and Society · Computer Science 2025-05-29 Fei Qin , Zhanxin Hao , Jifan Yu , Zhiyuan Liu , Yu Zhang

Artificial intelligence (AI) tutors have become increasingly popular in learning environments. In this study, we propose an AI agent prototype framework for exploring AI-assisted learning with temporal interaction patterns, multiple…

Computers and Society · Computer Science 2026-04-21 Yiyao Yang , Yasemin Gulbahar

Integration of artificial intelligent (AI) agents in higher education is transforming teaching, learning and administrative processes. Although existing AI agents effectively support individual tasks, their implementation remains fragmented…

Artificial Intelligence · Computer Science 2026-05-15 Vidya K Sudarshan , Anushka Sisodia , Reshma A Ramachandra , Sia Batra , Josephine Chong Leng Leng

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

Artificial Intelligence · Computer Science 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

Most AI-based educational tools today adopt a one-on-one tutoring paradigm, pairing a single LLM with a single learner. Yet decades of learning science research suggest that multi-party interaction -- through peer modeling, co-construction,…

Human-Computer Interaction · Computer Science 2026-04-06 Harsh Kumar , Zi Kang , Mu , Jonathan Vincentius , Ashton Anderson

This study investigates the use of generative AI and multi-agent systems to provide automatic feedback in educational contexts, particularly for student constructed responses in science assessments. The research addresses a key gap in the…

Computation and Language · Computer Science 2024-11-13 Shuchen Guo , Ehsan Latif , Yifan Zhou , Xuan Huang , Xiaoming Zhai

The increasing integration of AI tools in education has led prior research to explore their impact on learning processes. Nevertheless, most existing studies focus on higher education and conventional instructional contexts, leaving open…

Human-Computer Interaction · Computer Science 2025-12-25 Gaia Ebli , Bianca Raimondi , Maurizio Gabbrielli

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

Artificial Intelligence · Computer Science 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

AI technologies that sense student attention and emotions to enable more personalised teaching interventions are increasingly promoted, but raise pressing questions about student learning, well-being, and ethics. In particular, students'…

Human-Computer Interaction · Computer Science 2026-02-12 Bingyi Han , Ying Ma , Simon Coghlan , Dana McKay , George Buchanan , Wally Smith

This article presents early findings from designing, deploying and evaluating an AI-based educational agent deployed as the primary instructor in a graduate-level Cloud Computing course at IISc. We detail the design of a Large Language…

Computers and Society · Computer Science 2025-10-24 Yogesh Simmhan , Varad Kulkarni

The AIED community envisions AI evolving "from tools to teammates," yet most research still examines AI agents primarily through one-on-one human-AI interactions. We provide an alternative perspective: a rapidly growing ecosystem of AI…

Computers and Society · Computer Science 2026-04-27 Eason Chen , Ce Guan , Zhonghao Zhao , Joshua Zekeri , Afeez Edeifo Shaibu , Emmanuel Osadebe Prince , Cyuan-Jhen Wu , A Elshafiey

Multi-agent systems - systems with multiple independent AI agents working together to achieve a common goal - are becoming increasingly prevalent in daily life. Drawing inspiration from the phenomenon of human group social influence, we…

Artificial Intelligence · Computer Science 2025-09-25 Tianqi Song , Yugin Tan , Zicheng Zhu , Yibin Feng , Yi-Chieh Lee

As Artificial Intelligence (AI) tools become increasingly embedded in higher education, understanding how students interact with these systems is essential to supporting effective learning. This study examines how students' AI literacy and…

Human-Computer Interaction · Computer Science 2025-07-30 Meryem Yilmaz Soylu , Jeonghyun Lee , Jui-Tse Hung , Christopher Zhang Cui , David A. Joyner

As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

Many challenges remain before AI agents can be deployed in real-world environments. However, one virtue of such environments is that they are inherently multi-agent and contain human experts. Using advanced social intelligence in such an…

Machine Learning · Computer Science 2025-08-22 Eric Ye , Ren Tao , Natasha Jaques

With the growing use of artificial intelligence in classrooms and online learning, it has become important to understand how students actually interact with AI tools and how such interactions match with traditional ways of learning. In this…

Applications · Statistics 2025-12-02 Prathamesh Muzumdar , Sumanth Cheemalapati

This study investigates the use of Artificial Intelligence (AI)-powered, multi-role chatbots as a means to enhance learning experiences and foster engagement in computer science education. Leveraging a design-based research approach, we…

Artificial Intelligence · Computer Science 2023-08-09 Cassie Chen Cao , Zijian Ding , Jionghao Lin , Frank Hopfgartner

In a multi-agent setting, the optimal policy of a single agent is largely dependent on the behavior of other agents. We investigate the problem of multi-agent reinforcement learning, focusing on decentralized learning in non-stationary…

Artificial Intelligence · Computer Science 2019-10-01 Anahita Mohseni-Kabir , David Isele , Kikuo Fujimura
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