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Grounded in socially shared regulation of learning (SSRL), this paper investigates how joint mental effort (JME) and joint visual attention (JVA) serve as process-level indicators of shared regulation in pair programming and how AI-driven…

Human-Computer Interaction · Computer Science 2026-05-07 Anahita Golrang , Kshitij Sharma

Code-generating Artificial Intelligence has gained popularity within both professional and educational programming settings over the past several years. While research and pedagogy are beginning to cope with this change, computing students…

Human-Computer Interaction · Computer Science 2026-04-21 Nicholas Gardella , James Prather , Juho Leinonen , Paul Denny , Raymond Pettit , Sara L. Riggs

Effective pair programming depends on coordination of attention, cognitive effort, and joint regulation over time, yet most adaptive learning systems remain individual-centric and reactive. This paper introduces ProPACT, a proactive…

Human-Computer Interaction · Computer Science 2026-05-05 Anahita Golrang , Kshitij Sharma , olga viberg

Pair programming is widely recognized as an effective educational tool in computer science that promotes collaborative learning and mirrors real-world work dynamics. However, communication breakdowns within pairs significantly challenge…

Human-Computer Interaction · Computer Science 2024-12-05 Wunmin Jang , Hong Gao , Tilman Michaeli , Enkelejda Kasneci

Debugging is a demanding aspect of programming yet guidance on how to teach it effectively remains limited. Novices often struggle to recognize impasses regulate their problem solving and manage cognitive load and stress. This study…

Human-Computer Interaction · Computer Science 2026-05-07 Anahita Golrang , Kshitij Sharma

Successful learning depends on learners' ability to sustain attention, which is particularly challenging in online education due to limited teacher interaction. A potential indicator for attention is gaze synchrony, demonstrating predictive…

Human-Computer Interaction · Computer Science 2024-04-02 Babette Bühler , Efe Bozkir , Hannah Deininger , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Joint attention - the ability to purposefully coordinate attention with another agent, and mutually attend to the same thing -- is a critical component of human social cognition. In this paper, we ask whether joint attention can be useful…

Artificial Intelligence · Computer Science 2021-08-10 Dennis Lee , Natasha Jaques , Chase Kew , Jiaxing Wu , Douglas Eck , Dale Schuurmans , Aleksandra Faust

The growing adoption of generative AI in education highlights the need to integrate established pedagogical principles into AI-assisted learning environments. This study investigates the potential of metacognitive theory to inform…

Computers and Society · Computer Science 2025-09-04 Tung Phung , Heeryung Choi , Mengyan Wu , Adish Singla , Christopher Brooks

How students utilize immediate tutoring feedback in programming education depends on various factors. Among them are the feedback quality, but also students' engagement, i.e., their perception, interpretation, and use of feedback. However,…

Computers and Society · Computer Science 2025-11-19 Sven Jacobs , Jan Haas , Natalie Kiesler

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

Feedback is one of the most powerful influences on student learning, with extensive research examining how best to implement it in educational settings. Increasingly, feedback is being generated by artificial intelligence (AI), offering…

Human-Computer Interaction · Computer Science 2025-10-23 Omar Alsaiari , Nilufar Baghaei , Jason M. Lodge , Omid Noroozi , Dragan Gašević , Marie Boden , Hassan Khosravi

Background: The increasing adoption of AI assistants in programming has led to numerous studies exploring their benefits. While developers consistently report significant productivity gains from these tools, empirical measurements often…

Human-Computer Interaction · Computer Science 2025-01-07 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Project-based learning plays a crucial role in computing education. However, its open-ended nature makes tracking project development and assessing success challenging. We investigate how dialogue and system interaction logs predict project…

Human-Computer Interaction · Computer Science 2025-06-16 Conrad Borchers , Xiaoyi Tian , Kristy Elizabeth Boyer , Maya Israel

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

Human-Computer Interaction · Computer Science 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Generative AI is reshaping higher education programming through vibe coding, where students collaborate with AI via natural language rather than writing code line-by-line. We conceptualize this practice as help-seeking, analyzing 19,418…

Artificial Intelligence · Computer Science 2026-05-01 Daiana Rinja , Eduardo Araujo Oliveira , Sonsoles López-Pernas , Mohammed Saqr , Marcus Specht , Kamila Misiejuk

Generating hints for incorrect code is a cognitively demanding task that fosters learning and metacognitive development. This study investigates three designs for personalized, scalable, and reflective hint-writing activities within a data…

Human-Computer Interaction · Computer Science 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

Reflective writing is part of many higher education courses across the globe. It is often considered a challenging task for students as it requires self-regulated learning skills to appropriately plan, timely engage and deeply reflect on…

Computers and Society · Computer Science 2022-11-16 Wannapon Suraworachet , Qi Zhou , Mutlu Cukurova

This study examines the impact of an Artificial Intelligence tutor teammate (AI) on student curiosity-driven engagement and learning effectiveness during Interactive Molecular Dynamics (IMD) tasks on the Visual Molecular Dynamics platform.…

Human-Computer Interaction · Computer Science 2025-07-01 Mustafa Demir , Jacob Miratsky , Jonathan Nguyen , Chun Kit Chan , Punya Mishra , Abhishek Singharoy

The collaboration between humans and artificial intelligence (AI) holds the promise of achieving superior outcomes compared to either acting alone-a phenomenon called human-AI synergy. Nevertheless, our understanding of the conditions that…

Hybrid human-AI tutoring, where technology and humans jointly facilitate student learning, can be more beneficial than AI-only tutoring. However, preliminary evidence suggests that lower-performing students derive greater benefit from…

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