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While traditional machine learning can effectively tackle a wide range of problems, it primarily operates within a closed-world setting, which presents limitations when dealing with streaming data. As a solution, incremental learning…

Machine Learning · Computer Science 2025-03-11 Hai-Long Sun , Da-Wei Zhou , De-Chuan Zhan , Han-Jia Ye

Creative coding is a rapidly expanding domain for both artistic expression and computational education. Numerous libraries and IDEs support creative coding, however there has been little consideration of how the environments themselves…

Human-Computer Interaction · Computer Science 2023-02-01 Andrew McNutt , Anton Outkine , Ravi Chugh

For a novice programmer, coding is equivalent to a nightmare. A novice programmer tries to replicate steps provided by the faculty and on compilation gets a number of errors which the novice programmer is not able to resolve. This system…

Computers and Society · Computer Science 2013-10-07 Aniket Bhawkar , Rohit Belsare , Fenil Gandhi , Pratiksha Somani

Block-based environments such as Scratch are increasingly popular in programming education. While block syntax reduces surface errors, semantic bugs remain common and challenging for novices to resolve. Existing debugging workflows…

Software Engineering · Computer Science 2025-10-31 Yuan Si , Kyle Qi , Daming Li , Hanyuan Shi , Jialu Zhang

This study investigates K--12 teachers' perceptions and experiences with AI-supported rubric generation during a summer professional development workshop ($n = 25$). Teachers used MagicSchool.ai to generate rubrics and practiced prompting…

Human-Computer Interaction · Computer Science 2026-03-12 Bahare Riahi , Sayali Patukale , Joy Niranjan , Yogya Koneru , Tiffany Barnes , Veronica Cateté

Most efforts to incorporate computational thinking in K-12 education have been focused on students in their first cycles of school education and have used visual tools, such as Scratch and Alice. Fewer research projects have studied the…

Computers and Society · Computer Science 2019-10-15 Felipe González , Claudia López , Carlos Castro

Program decomposition is essential for developing maintainable and efficient software, yet it remains a challenging skill to teach and learn in introductory programming courses. What does program decomposition for procedural CS1 programs…

Software Engineering · Computer Science 2024-11-19 Georgiana Haldeman , Judah Robbins Bernal , Alec Wydra , Paul Denny

Live coding for teaching-synchronously writing software in front of students-can be an effective method for engaging students and instilling practical programming skills. However, not all settings are conducive to live coding and not all…

Human-Computer Interaction · Computer Science 2025-04-04 Caroline Berger , David Weintrop , Niklas Elmqvist

Recent advances in large language models (LLMs) have shown that test-time scaling can substantially improve model performance on complex tasks, particularly in the coding domain. Under this paradigm, models use a larger token budget during…

Artificial Intelligence · Computer Science 2026-04-21 Jiaxin Fang , Runyuan He , Sahil Bhatia , Neel Gajare , Alvin Cheung

Grading can shape students' learning and encourage use of effective problem solving practices. Teaching assistants (TAs) are often responsible for grading student solutions and providing feedback, thus, their perceptions of grading may…

Physics Education · Physics 2020-05-19 Emily Marshman , Alexandru Maries , Charles Henderson , Chandralekha Singh , Edit Yerushalmi

This study investigates teachers design behaviors and cognitive underpinnings when designing multi-agent instructional workflows. Analyzing behavioral logs (N=61), cluster and Markov analyses identified three archetypes: Systematic…

Computers and Society · Computer Science 2026-05-15 Yimeng Sun , Haiyang Xin , Shuang Li , Qiannan Niu , Ching Sing Chai , Lingyun Huang , Gaowei Chen

In response to the exponential growth in the use of artificial intelligence and machine learning applications, educators, researchers and policymakers have taken steps to integrate artificial intelligence applications into K-12 education.…

Computers and Society · Computer Science 2026-02-20 Yasmin Kafai , José Ramón Lizárraga , R. Benjamin Shapiro

Computer science's increased recognition as a prominent field of study has attracted students with diverse academic backgrounds. This has significantly increased the already high failure rates in introductory courses. To address this…

Computers and Society · Computer Science 2025-10-28 Eric Hics , Vinhthuy Phan , Kriangsiri Malasri

Block-based programming languages enable young learners to quickly implement fun programs and games. The Scratch programming environment is particularly successful at this, with more than 50 million registered users at the time of this…

Software Engineering · Computer Science 2020-09-10 Adina Deiner , Christoph Frädrich , Gordon Fraser , Sophia Geserer , Niklas Zantner

In programming education, providing manual feedback is essential but labour-intensive, posing challenges in consistency and timeliness. We introduce ECHO, a machine learning method to automate the reuse of feedback in educational code…

Software Engineering · Computer Science 2024-05-06 Charlotte Van Petegem , Kasper Demeyere , Rien Maertens , Niko Strijbol , Bram De Wever , Bart Mesuere , Peter Dawyndt

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

We will share on the use of Tracker as a pedagogical tool in the effective learning and teaching of physics performance tasks taking root in some Singapore Grade 9 (Secondary 3) schools. We discuss the pedagogical use of Tracker help…

Physics Education · Physics 2015-01-08 Loo Kang Wee , Tze Kwang Leong

We gained insight into ideas and beliefs on testing of students who finished an introductory course on programming without any formal education on testing. We asked students to fill in a small survey, to do four exercises and to fill in a…

Computers and Society · Computer Science 2021-02-19 Lex Bijlsma , Niels Doorn , Harrie Passier , Harold Pootjes , Sylvia Stuurman

Understanding collaboration patterns in introductory programming courses is essential, as teamwork is a critical skill in computer science. In professional environments, software development relies on effective teamwork, navigating diverse…

Software Engineering · Computer Science 2024-10-29 Santiago Berrezueta-Guzman , Patrick Bassner , Stefan Wagner , Stephan Krusche

Learning data storytelling involves a complex web of skills. Professional and academic educational offerings typically focus on the computational literacies required, but professionals in the field employ many non-technical methods;…

Human-Computer Interaction · Computer Science 2021-08-24 R. Bhargava , D. Williams , D. D'Ignazio