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Personalized programming tutoring, such as exercise recommendation, can enhance learners' efficiency, motivation, and outcomes, which is increasingly important in modern digital education. However, the lack of sufficient and high-quality…

Artificial Intelligence · Computer Science 2025-05-28 Yi Zhan , Qi Liu , Weibo Gao , Zheng Zhang , Tianfu Wang , Shuanghong Shen , Junyu Lu , Zhenya Huang

The integration of Large Language Models (LLMs) into cybersecurity education for criminal justice professionals is currently hindered by the "statelessness" of reactive chatbots and the risk of hallucinations in high-stakes legal contexts.…

Human-Computer Interaction · Computer Science 2026-03-20 Baiqiang Wang , Yan Bai , Juan Li

Motivation: Behavioral observations are an important resource in the study and evaluation of psychological phenomena, but it is costly, time-consuming, and susceptible to bias. Thus, we aim to automate coding of human behavior for use in…

Computer Vision and Pattern Recognition · Computer Science 2022-05-13 Nicole N. Lønfeldt , Flavia D. Frumosu , A. -R. Cecilie Mora-Jensen , Nicklas Leander Lund , Sneha Das , A. Katrine Pagsberg , Line K. H. Clemmensen

The inputs and preferences of human users are important considerations in situations where these users interact with autonomous cyber or cyber-physical systems. In these scenarios, one is often interested in aligning behaviors of the system…

Machine Learning · Computer Science 2021-04-02 Bhaskar Ramasubramanian , Luyao Niu , Andrew Clark , Radha Poovendran

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

Language is often considered a key aspect of human thinking, providing us with exceptional abilities to generalize, explore, plan, replan, and adapt to new situations. However, Reinforcement Learning (RL) agents are far from human-level…

Artificial Intelligence · Computer Science 2024-01-19 Shengran Hu , Jeff Clune

Novice programmers are increasingly relying on Large Language Models (LLMs) to generate code for learning programming concepts. However, this interaction can lead to superficial engagement, giving learners an illusion of learning and…

Human-Computer Interaction · Computer Science 2024-10-14 Majeed Kazemitabaar , Oliver Huang , Sangho Suh , Austin Z. Henley , Tovi Grossman

Computational Thinking (CT) has been investigated from different perspectives. This research aims to investigate how secondary school girls perceive CT practices -- the problem-solving practices that students apply while they are engaged in…

Software Engineering · Computer Science 2021-10-05 Mojtaba Shahin , Chris Gonsalvez , Jon Whittle , Chunyang Chen , Li Li , Xin Xia

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

The introduction of computing education into curricula worldwide requires multi-year assessments to evaluate the long-term impact on learning. However, no single Computational Thinking (CT) assessment spans primary school, and no group of…

The rise of Generative AI (GenAI) tools like ChatGPT has created new opportunities and challenges for computing education. Existing research has primarily focused on GenAI's ability to complete educational tasks and its impact on student…

Software Engineering · Computer Science 2025-11-18 Rufeng Chen , Shuaishuai Jiang , Jiyun Shen , AJung Moon , Lili Wei

Organizations have widely deployed generative AI tools, yet productivity gains remain uneven, suggesting that how people use AI matters as much as whether they have access. We conducted a field experiment with 388 employees at a Fortune 500…

General Economics · Economics 2026-04-21 Alex Farach , Alexia Cambon , Lev Tankelevitch , Connie Hsueh , Rebecca Janssen

As AI tools such as ChatGPT enter programming classrooms, students encounter differing rules across courses and instructors, which shape how they use AI and leave them with unequal capabilities for leveraging it. We investigate how students…

Human-Computer Interaction · Computer Science 2026-04-14 Tianyu Shao , Miguel Feijóo-García , Yi Zhang , Hugo Castellanos , Tawfiq Salem , Alejandra Magana , Tianyi Li

How much have students' ordinary learning processes shifted in response to generative AI, and how does that affect their durable learning outcomes? Self-report surveys show little change, while small-scale behavioral studies report…

Computers and Society · Computer Science 2026-05-22 Sina Rismanchian , Hasan Uzun , Jeffrey Matayoshi , Eric Cosyn , Eyad Kurd-Misto

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

Computational metacognition represents a cognitive systems perspective on high-order reasoning in integrated artificial systems that seeks to leverage ideas from human metacognition and from metareasoning approaches in artificial…

Artificial Intelligence · Computer Science 2022-02-01 Michael Cox , Zahiduddin Mohammad , Sravya Kondrakunta , Ventaksamapth Raja Gogineni , Dustin Dannenhauer , Othalia Larue

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

Effective study strategies fail when preparatory tasks consume learning time. While AI educational tools demonstrate efficacy, understanding how they align with self-regulation needs in authentic study contexts remains limited. We conducted…

Human-Computer Interaction · Computer Science 2026-02-17 Hongming Li , Salah Esmaeiligoujar , Nazanin Adham , Hai Li , Rui Huang

AI agents are increasingly deployed to automate complex enterprise workflows, yet evidence of their effectiveness in identity governance is limited. We report results from the first randomized controlled trial (RCT) evaluating an AI agent…

General Economics · Economics 2025-11-19 James Bono , Beibei Cheng , Joaquin Lozano

Critical periods are phases during which a toddler's brain develops in spurts. To promote children's cognitive development, proper guidance is critical in this stage. However, it is not clear whether such a critical period also exists for…

Machine Learning · Computer Science 2022-01-14 Junseok Park , Kwanyoung Park , Hyunseok Oh , Ganghun Lee , Minsu Lee , Youngki Lee , Byoung-Tak Zhang