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Artificial intelligence (AI) assistants are increasingly embedded in workplace tools, raising the question of how initiative-taking shapes adoption. Prior work highlights trust and expectation mismatches as barriers, but the underlying…

Human-Computer Interaction · Computer Science 2026-04-28 Dana Harari , Ofra Amir

Predictive modeling has the potential to enhance human decision-making. However, many predictive models fail in practice due to problematic problem formulation in cases where the prediction target is an abstract concept or construct and…

Human-Computer Interaction · Computer Science 2026-03-31 Mengtian Guo , David Gotz , Yue Wang

Tutoring improves student achievement, but identifying and studying what tutoring actions are most associated with student learning at scale based on audio transcriptions is an open research problem. This present study investigates the…

Artificial intelligence (AI) tools such as large language models (LLMs) are already altering student learning. Unlike previous technologies, LLMs can independently solve problems regardless of student understanding, yet are not always…

Theoretical Economics · Economics 2025-09-04 Eric Gao

In mixed-initiative systems, the mode of AI assistance delivery can be as consequential as the assistance itself. We investigated two assistance delivery modes: on-demand help (users request via Button) and pre-scheduled help (assistance…

Human-Computer Interaction · Computer Science 2026-02-03 Yunhao Luo , Arthur Caetano , Avinash Ajit Nargund , Tobias Höllerer , Misha Sra

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

This work investigates how tutoring discourse interacts with students' proximal knowledge to explain and predict students' learning outcomes. Our work is conducted in the context of high-dosage human tutoring where 9th-grade students (N=…

Artificial Intelligence · Computer Science 2024-05-13 Mark Abdelshiheed , Jennifer K. Jacobs , Sidney K. D'Mello

AI systems increasingly support human decision-making. In many cases, despite the algorithm's superior performance, the final decision remains in human hands. For example, an AI may assist doctors in determining which diagnostic tests to…

Artificial Intelligence · Computer Science 2026-02-20 Gali Noti , Kate Donahue , Jon Kleinberg , Sigal Oren

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

The shortage of people trained in STEM fields is becoming acute, and universities and colleges are straining to satisfy this demand. In the case of computer science, for instance, the number of US students taking introductory courses has…

The paper presents a novel model-based method for intelligent tutoring, with particular emphasis on the problem of selecting teaching interventions in interaction with humans. Whereas previous work has focused on either personalization of…

Human-Computer Interaction · Computer Science 2021-02-22 Aurélien Nioche , Pierre-Alexandre Murena , Carlos de la Torre-Ortiz , Antti Oulasvirta

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

Academic procrastination is a persistent challenge in computing education, yet evidence on the effectiveness of course-level interventions remains fragmented across diverse designs and contexts. We present a systematic literature review of…

Computers and Society · Computer Science 2026-04-07 Daniel Cheng , Oscar Heath , Daniyaal Farooqi , Evelyn Chou , Alice Gao , Jonathan Calver

The objectives of this ongoing research are to build Real-Time AI-Powered Educational Dashboard (RAED) as a decision support tool for instructors, and to measure its impact on them while making decisions. Current developments in AI can be…

Computers and Society · Computer Science 2021-08-02 Ajay Kulkarni

Motor skills, especially fine motor skills like handwriting, play an essential role in academic pursuits and everyday life. Traditional methods to teach these skills, although effective, can be time-consuming and inconsistent. With the rise…

Machine Learning · Computer Science 2024-08-13 Hadar Mulian , Segev Shlomov , Lior Limonad , Alessia Noccaro , Silvia Buscaglione

Collaborative robots must quickly adapt to their partner's intent and preferences to proactively identify helpful actions. This is especially true in situated settings where human partners can continually teach robots new high-level…

Robotics · Computer Science 2025-06-17 Jennifer Grannen , Siddharth Karamcheti , Blake Wulfe , Dorsa Sadigh

Artificial Intelligence (AI) is becoming more and more popular as time passes, allowing to perform tasks that were difficult to do in the past. From predictions to customization, AI is being used in many areas, not being educational…

Computers and Society · Computer Science 2023-10-16 David Roldán-Álvarez

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

Artificial intelligence (AI) is transforming education, offering unprecedented opportunities to personalize learning, enhance assessment, and support educators. Yet these opportunities also introduce risks related to equity, privacy, and…

Computers and Society · Computer Science 2025-12-29 Hua Shen

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…

Computers and Society · Computer Science 2025-03-14 Vincent Liu , Ehsan Latif , Xiaoming Zhai