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In this paper, we present the Draw-and-Understand framework, exploring how to integrate visual prompting understanding capabilities into Multimodal Large Language Models (MLLMs). Visual prompts allow users to interact through multi-modal…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Weifeng Lin , Xinyu Wei , Ruichuan An , Peng Gao , Bocheng Zou , Yulin Luo , Siyuan Huang , Shanghang Zhang , Hongsheng Li

Steppers, which display all the reduction steps of a given program, are a novice-friendly tool for understanding program behavior. Unfortunately, steppers are not as popular as they ought to be; indeed, the tool is only available in the…

Programming Languages · Computer Science 2019-06-28 Tsukino Furukawa , Youyou Cong , Kenichi Asai

Understanding and modelling children's cognitive processes and their behaviour in the context of their interaction with robots and social artificial intelligence systems is a fundamental prerequisite for meaningful and effective robot…

Robotics · Computer Science 2022-10-21 Serge Thill , Vicky Charisi , Tony Belpaeme , Ana Paiva

UML and ER diagrams are foundational in computer science education but come with challenges for learners due to the need for abstract thinking, contextual understanding, and mastery of both syntax and semantics. These complexities are…

Human-Computer Interaction · Computer Science 2025-08-01 Sebastian Gürtl , Gloria Schimetta , David Kerschbaumer , Michael Liut , Alexander Steinmaurer

Neural networks are a prevalent and effective machine learning component, and their application is leading to significant scientific progress in many domains. As the field of neural network systems is fast growing, it is important to…

Human-Computer Interaction · Computer Science 2022-11-22 Guy Clarke Marshall , André Freitas , Caroline Jay

Evidence that visual communication preceded written language and provided a basis for it goes back to prehistory, in forms such as cave and rock paintings depicting traces of our distant ancestors. Emergent communication research has sought…

Computer Vision and Pattern Recognition · Computer Science 2021-11-10 Daniela Mihai , Jonathon Hare

Many children experience challenges in emotional regulation and social interaction, which can limit their participation in everyday activities and therapeutic programs. For socially assistive robots to be effective in this context, it is…

Robotics · Computer Science 2026-05-28 Morten Roed Frederiksen , Kasper Støy

Emphasizing problem formulation in AI literacy activities with children is vital, yet we lack empirical studies on their structure and affordances. We propose that participatory design involving teachable machines facilitates problem…

Human-Computer Interaction · Computer Science 2024-03-01 Utkarsh Dwivedi , Salma Elsayed-Ali , Elizabeth Bonsignore , Hernisa Kacorri

Large Language Models are increasingly used by students to explore advanced material in computer science, including graph theory. As these tools become integrated into undergraduate and graduate coursework, it is important to understand how…

Artificial Intelligence · Computer Science 2026-02-06 Adithya Kulkarni , Mohna Chakraborty , Jay Bagga

Children today encounter social issues -- climate change, conflict, inequality -- through digital technologies, and the design of that encounter shapes whether young people move toward lasting civic engagement or toward anxiety and…

Human-Computer Interaction · Computer Science 2026-05-22 JaeWon Kim , Aayushi Dangol , Rotem Landesman , Alexis Hiniker , McKenna F. Parnes

Fostering data visualization literacy (DVL) as part of childhood education could lead to a more data literate society. However, most work in DVL for children relies on a more formal educational context (i.e., a teacher-led approach) that…

Human-Computer Interaction · Computer Science 2022-08-11 S. Sandra Bae , Rishi Vanukuru , Ruhan Yang , Peter Gyory , Ran Zhou , Ellen Yi-Luen Do , Danielle Albers Szafir

Due to the success of deep learning (DL) and its growing job market, students and researchers from many areas are interested in learning about DL technologies. Visualization has proven to be of great help during this learning process. While…

Machine Learning · Computer Science 2022-07-18 Alex Bäuerle , Patrick Albus , Raphael Störk , Tina Seufert , Timo Ropinski

Humans have long relied on visual aids like sketches and diagrams to support reasoning and problem-solving. Visual tools, like auxiliary lines in geometry or graphs in calculus, are essential for understanding complex ideas. However, many…

Human-Computer Interaction · Computer Science 2025-04-03 Steven-Shine Chen , Jimin Lee , Paul Pu Liang

Measuring software maintainability early in the development life cycle, especially at the design phase, may help designers to incorporate required enhancement and corrections for improving maintainability of the final software. This paper…

Software Engineering · Computer Science 2010-04-27 S. W. A. Rizvi , R. A. Khan

Developments in information and communication technologies have been greatly influential on the practices in all fields, and education is not an exception to this. To illustrate with, computers were first used in computer assisted education…

Human-Computer Interaction · Computer Science 2017-04-07 Aslihan Tufekci , Kamuran Samanci , Utku Kose

An appropriate diagram is a required element of a solution building process in physics problem solving and it can transform a given problem into a representation that is easier to exploit for solving the problem. A major focus while helping…

Physics Education · Physics 2020-07-02 Alexandru Maries , Chandralekha Singh

Much research has highlighted the impressive capabilities of large language models (LLMs), like GPT and Bard, for solving introductory programming exercises. Recent work has shown that LLMs can effectively solve a range of more complex…

Software Engineering · Computer Science 2024-03-14 Bruno Pereira Cipriano , Pedro Alves , Paul Denny

The mainstream of educational robotics platforms orbits the various versions of versatile robotics sets and kits, while interesting outliers add new opportunities and extend the possible learning situations. Examples of such are…

Robotics · Computer Science 2024-02-28 Pavel Petrovič , Peter Verčimák

Background: Software modelling is a creative yet challenging task. Modellers often find themselves lost in the process, from understanding the modelling problem to solving it with proper modelling strategies and modelling tools. Students…

Software Engineering · Computer Science 2024-09-23 Shalini Chakraborty , Javier Troya , Lola Burgueño , Grischa Liebel

Drawing appropriate diagrams is a useful problem solving heuristic that can transform a given problem into a representation that is easier to exploit for solving it. A major focus while helping introductory physics students learn problem…

Physics Education · Physics 2016-01-19 Alex Maries , Chandralekha Singh