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Related papers: Modeling Engagement Signals in Technology-Enhanced…

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Continuously measuring the engagement of users with a robot in a Human-Robot Interaction (HRI) setting paves the way towards in-situ reinforcement learning, improve metrics of interaction quality, and can guide interaction design and…

Robotics · Computer Science 2021-05-18 Francesco Del Duchetto , Paul Baxter , Marc Hanheide

Despite universal GenAI adoption, students cannot distinguish task performance from actual learning and lack skills to leverage AI for learning, leading to worse exam performance when AI use remains unreflective. Yet few interventions…

Human-Computer Interaction · Computer Science 2026-02-19 Ruiwei Xiao , Runlong Ye , Xinying Hou , Jessica Wen , Harsh Kumar , Michael Liut , John Stamper

We analyze reasoning in language models during task-specific fine-tuning and draws parallel between reasoning tokens--intermediate steps generated while solving problem and the human working memory. Drawing from cognitive science, we align…

Computation and Language · Computer Science 2025-12-01 Mukul Singh , Ananya Singha , Arjun Radhakrishna , Sumit Gulwani

Building machines capable of efficiently collaborating with humans has been a longstanding goal in artificial intelligence. Especially in the presence of uncertainties, optimal cooperation often requires that humans and artificial agents…

Machine Learning · Computer Science 2024-01-10 Oskar Keurulainen , Gokhan Alcan , Ville Kyrki

AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and reasoning through data and domain problem. Yet, AI's default assistant mode with its comprehensive and one-off responses may…

Human-Computer Interaction · Computer Science 2026-04-06 Yongsu Ahn , Nam Wook Kim , Benjamin Bach

Teaching motor skills such as playing music, handwriting, and driving, can greatly benefit from recently developed technologies such as wearable gloves for haptic feedback or robotic sensorimotor exoskeletons for the mediation of effective…

Human-Computer Interaction · Computer Science 2024-02-16 Segev Shlomov , Jonathan Muehlstein , Nitzan Guetta , Lior Limonad

Socio-environmental planning under deep uncertainty requires researchers to identify and conceptualize problems before exploring policies and deploying plans. In practice and model-based planning approaches, this problem conceptualization…

Artificial Intelligence · Computer Science 2026-03-23 Zhihao Pei , Nir Lipovetzky , Angela M. Rojas-Arevalo , Fjalar J. de Haan , Enayat A. Moallemi

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

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

The rapid proliferation of artificial intelligence (AI) across industry, government, and education highlights the urgent need for robust frameworks to conceptualise and guide engagement. This paper introduces the Hierarchy of Engagement…

Computers and Society · Computer Science 2025-09-10 Madara Ogot

Human-AI collaboration requires AI agents to understand human behavior for effective coordination. While advances in foundation models show promising capabilities in understanding and showing human-like behavior, their application in…

Robotics · Computer Science 2026-05-07 Shinas Shaji , Teena Chakkalayil Hassan , Sebastian Houben , Alex Mitrevski

This paper presents a framework for integrating LLM into collaborative learning platforms to enhance student engagement, critical thinking, and inclusivity. The framework employs advanced LLMs as dynamic moderators to facilitate real-time…

Artificial Intelligence · Computer Science 2026-01-30 Hassam Tahir , Faizan Faisal , Fady Alnajjar , Muhammad Imran Taj , Lucia Gordon , Aila Khan , Michael Lwin , Omar Mubin

This study explores the use of AI-based feedback to enhance the counselling competence of prospective teachers. An iterative block seminar was designed, incorporating theoretical foundations, practical applications, and AI tools for…

Human-Computer Interaction · Computer Science 2025-05-07 Tobias Hallmen , Kathrin Gietl , Karoline Hillesheim , Moritz Bauermann , Annemarie Friedrich , Elisabeth André

In this paper, we investigate collaborative active learning, a paradigm in which multiple collaborators explore a new domain by leveraging their combined machine learning capabilities without disclosing their existing data and models.…

Machine Learning · Computer Science 2024-03-28 Zan-Kai Chong , Hiroyuki Ohsaki , Bryan Ng

Collaborative problem solving (CPS) enables student groups to complete learning tasks, construct knowledge, and solve problems. Previous research has argued the importance to examine the complexity of CPS, including its multimodality,…

Artificial Intelligence · Computer Science 2022-10-31 Fan Ouyang , Weiqi Xu , Mutlu Cukurova

Pair programming is a widely used collaborative learning practice in computer science education yet its effectiveness varies substantially due to breakdowns in coordination attention and cognitive regulation between partners. This paper…

Human-Computer Interaction · Computer Science 2026-05-08 Anahita Golrang , Kshitij Sharma

The confluence of Artificial Intelligence and Computational Psychology presents an opportunity to model, understand, and interact with complex human psychological states through computational means. This paper presents a comprehensive,…

Artificial Intelligence · Computer Science 2025-12-16 Anant Pareek

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

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

Improving artificial intelligence (AI) literacy has become an important consideration for academia and industry with the widespread adoption of AI technologies. Collaborative learning (CL) approaches have proven effective for information…

Computers and Society · Computer Science 2025-08-22 Ashish Hingle , Aditya Johri