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Generative AI (GenAI) is increasingly used in collaborative learning, yet its effects on how groups regulate collaboration remain unclear. Effective collaboration depends not only on what groups discuss, but on how they jointly manage…

Artificial Intelligence · Computer Science 2026-04-10 Yujing Zhang , Xianghui Meng , Shihui Feng , Jionghao Lin

Generative artificial intelligence (GenAI) is increasingly embedded in computer-supported collaborative learning (CSCL), yet little empirical research has unpacked how different configurations of AI participation reshape collaborative…

Human-Computer Interaction · Computer Science 2026-03-16 Siyu Zha , Weijing Liu , Fei Qin , Jie Cao , Yanjin Wang , Yujia Liu , Kaiyi Zhang , Jiangtao Gong , Yingqing Xu

There has been a growing trend in employing generative artificial intelligence (GenAI) techniques to support learning. Moreover, scholars have reached a consensus on the critical role of self-regulated learning (SRL) in ensuring learning…

Computers and Society · Computer Science 2026-01-27 Jie Gao , Shasha Li , Jianhua Zhang , Shan Li , Tingting Wang

Generative, ML-driven interactive systems have the potential to change how people interact with computers in creative processes - turning tools into co-creators. However, it is still unclear how we might achieve effective human-AI…

Human-Computer Interaction · Computer Science 2022-07-08 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

Driven by the algorithmic advancements in reinforcement learning and the increasing number of implementations of human-AI collaboration, Collaborative Reinforcement Learning (CRL) has been receiving growing attention. Despite this recent…

Human-Computer Interaction · Computer Science 2024-05-17 Zhaoxing Li

The integration of Generative AI (GenAI) into education is reshaping how students learn, making self-regulated learning (SRL) - the ability to plan, monitor, and adapt one's learning - more important than ever. To support learners in these…

Human-Computer Interaction · Computer Science 2025-08-15 Kaixun Yang , Yizhou Fan , Luzhen Tang , Mladen Raković , Xinyu Li , Dragan Gašević , Guanliang Chen

This study adopts an integrated distributed cognition and regulation of learning perspective to examine the collaboration patterns and dynamics of human-AI collaboration when college students collaborating with AI for complex…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Xiaobo Liu , Jiaxin Fan , Yun Long , Jifan Yu , Wenli Chen , Yu Zhang

Socially shared metacognition (SSM) refers to the collective monitoring and regulation of joint cognitive processes in collaborative problem-solving, and is essential for effective knowledge work and learning. Generative AI (GenAI)-based…

Human-Computer Interaction · Computer Science 2026-03-12 Yihang Zhao , Wenxin Zhang , Amy Rechkemmer , Albert Meroño-Peñuela , Elena Simperl

Studies of Generative AI (GenAI)-assisted creative workflows have focused on individuals overcoming challenges of prompting to produce what they envisioned. When designers work in teams, how do collaboration and prompting influence each…

Human-Computer Interaction · Computer Science 2025-09-29 Yuanning Han , Ziyi Qiu , Jiale Cheng , RAY LC

Generative Artificial Intelligence (GenAI) is transforming Human-Computer Interaction (HCI) education and technology design, yet its impact remains poorly understood. This study explores how graduate students in an applied HCI course used…

Human-Computer Interaction · Computer Science 2025-04-28 Hauke Sandhaus , Quiquan Gu , Maria Teresa Parreira , Wendy Ju

The integration of Generative AI (GenAI) into education has raised concerns about over-reliance and superficial learning, particularly in writing tasks in higher education. This study explores whether a theory-driven learning analytics…

Human-Computer Interaction · Computer Science 2025-06-25 Angxuan Chen , Jingjing Lian , Xinran Kuang , Jiyou Jia

Self-regulated learning (SRL) and Artificial-Intelligence (AI) literacy are becoming key competencies for successful human-AI interactive learning, vital to future education. However, despite their importance, students face imbalanced and…

Computers and Society · Computer Science 2025-04-11 Long , Zhang , Shijun , Chen

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

Artificial Intelligence · Computer Science 2026-05-19 Lihi Idan , Bharat Anand

In social service, administrative burdens and decision-making challenges often hinder practitioners from performing effective casework. Generative AI (GenAI) offers significant potential to streamline these tasks, yet exacerbates concerns…

Human-Computer Interaction · Computer Science 2025-02-28 Yugin Tan , Kai Xin Soh , Renwen Zhang , Jungup Lee , Han Meng , Biswadeep Sen , Yi-Chieh Lee

While generative artificial intelligence (GenAI) is finding increased adoption in workplaces, current tools are primarily designed for individual use. Prior work established the potential for these tools to enhance personal creativity and…

Human-Computer Interaction · Computer Science 2026-02-25 Janet G. Johnson , Macarena Peralta , Mansanjam Kaur , Ruijie Sophia Huang , Sheng Zhao , Ruijia Guan , Shwetha Rajaram , Michael Nebeling

Generative artificial intelligence (GenAI) holds the potential to transform the delivery, cultivation, and evaluation of human learning. This Perspective examines the integration of GenAI as a tool for human learning, addressing its…

Human-Computer Interaction · Computer Science 2024-09-06 Lixiang Yan , Samuel Greiff , Ziwen Teuber , Dragan Gašević

Effective collaboration requires Socially Shared Regulation (SSRL), but students often lack these skills. This study introduces the MIRACLE (Multi-Agent Intelligent Regulation to Advance Collaborative Learning Environment) system, which…

Computers and Society · Computer Science 2026-05-14 Shuang Li , Haiyang Xin , Yimeng Sun , Qiannan Niu , Lingyun Huang , Gaowei Chen , Ching Sing Chai

The "Gen-AI-tecture" project embeds a locally executed, discipline-specific tool into a mixed-methods focus-group design, structured around three research objectives: (a) to evaluate how generative AI tools impact students' creativity in…

Human-Computer Interaction · Computer Science 2026-05-21 Timo Kapsalis

Sensemaking in collaborative work and learning is increasingly supported by GenAI systems, however, emerging evidence suggests that poorly designed GenAI systems tend to provide explicit instruction that groups passively follow, fostering…

Human-Computer Interaction · Computer Science 2026-03-12 Yihang Zhao , Wenxin Zhang , Amy Rechkemmer , Albert Meroño Peñuela , Elena Simperl

Generative AI (GenAI) is reshaping work, but adoption remains largely individual and experimental rather than coordinated into collaborative work. Whether GenAI can move from individual use to collaborative work is a critical question for…

Human-Computer Interaction · Computer Science 2026-01-27 Qing Xiao , Qing Hu , Jingjia Xiao , Hancheng Cao , Hong Shen
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