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In-context learning (ICL) can significantly enhance the complex reasoning capabilities of large language models (LLMs), with the key lying in the selection and ordering of demonstration examples. Previous methods typically relied on simple…

Computation and Language · Computer Science 2026-01-06 Xuetao Ma , Wenbin Jiang , Hua Huang

Technology is currently ubiquitous and is also part of the educational system at all levels. It started with communication technology systems, and later continued with digital competence. Nowadays, although these previous concepts are still…

Computers and Society · Computer Science 2025-02-18 Javier Bilbao , Eugenio Bravo , Olatz Garcia , Carolina Rebollar

Code language models have emerged as useful tools for various programming tasks, yet they often struggle when it comes to complex ones. In this paper, we explore the potential of curriculum learning in enhancing the performance of these…

Machine Learning · Computer Science 2024-07-16 Marwa Naïr , Kamel Yamani , Lynda Said Lhadj , Riyadh Baghdadi

Curriculum learning is a training strategy that sorts the training examples by some measure of their difficulty and gradually exposes them to the learner to improve the network performance. Motivated by our insights from implicit curriculum…

Machine Learning · Computer Science 2021-07-28 Vinu Sankar Sadasivan , Anirban Dasgupta

This work presents a structured systematic process for undergraduate capstone research projects embodying computational thinking (CT) practices. Students learn to conduct research with a decision support system utilizing CT. The system is…

Physics Education · Physics 2022-03-31 Graham Wild

Developing the final summative assessment of a course at the start of curriculum development is an implementation of "backward design," whereby learning objectives are identified first and the curriculum is engineered end-to-beginning to…

Physics Education · Physics 2022-10-06 Kathy L. Cooksey , Patrik Jonsson

We develop a first line of attack for solving programming competition-style problems from input-output examples using deep learning. The approach is to train a neural network to predict properties of the program that generated the outputs…

Machine Learning · Computer Science 2017-03-09 Matej Balog , Alexander L. Gaunt , Marc Brockschmidt , Sebastian Nowozin , Daniel Tarlow

Plagiarism in introductory programming courses is an enormous challenge for both students and institutions. For students, relying on the work of others too early in their academic development can make it impossible to acquire necessary…

Computers and Society · Computer Science 2022-06-08 Simon J. Cohen , Michael J. Martin , Chance A. Shipley , Abhishek Kumar , Andrew R. Cohen

We present how to integrate Design Sprints and project-based learning into introductory visualization courses. A design sprint is a unique process based on rapid prototyping and user testing to define goals and validate ideas before…

Human-Computer Interaction · Computer Science 2021-10-01 Johanna Beyer , Yalong Yang , Hanspeter Pfister

This paper presents an integer programming-based optimization framework designed to effectively address the complex final exam scheduling challenges encountered at Cornell University. With high flexibility, the framework is specifically…

Optimization and Control · Mathematics 2025-11-07 Tinghan Ye , Adam S. Jovine , Willem van Osselaer , Qihan Zhu , David B. Shmoys

The rapid emergence of generative AI tools is transforming the way software is developed. Consequently, software engineering education must adapt to ensure that students not only learn traditional development methods but also understand how…

Software Engineering · Computer Science 2025-12-08 Uwe M. Borghoff , Mark Minas , Jannis Schopp

Quantitative methods and mathematical modeling are playing an increasingly important role across disciplines. As a result, interdisciplinary mathematics courses are increasing in popularity. However, teaching such courses at an advanced…

Other Quantitative Biology · Quantitative Biology 2021-09-10 Mark Jayson Cortez , Alan Eric Akil , Krešimir Josić , Alexander J. Stewart

In computer science, students could benefit from more opportunities to learn important, high-level concepts and to improve their learning skills. Peer review is one method to encourage this by providing students with the opportunity to…

Computers and Society · Computer Science 2009-07-21 Scott Turner , Manuel A. Perez-Quinones

Computational Thinking (CT) has emerged as a critical component in modern education, essential to equip students with the skills necessary to thrive in a technology-driven world. This survey provides a comprehensive analysis of the presence…

Computers and Society · Computer Science 2025-10-21 Roberto Massi De Oliveira , M^onica Cristina Garbin , Rodolfo Azevedo

Concept inventories are standardized assessments that evaluate student understanding of key concepts within academic disciplines. While prevalent across STEM fields, their development lags for advanced computer science topics like dynamic…

Background: Software project management activities help to introduce software process models in Software Engineering courses. However, these activities should be adequately aligned with the learning outcomes and support student's…

Software Engineering · Computer Science 2021-01-21 Javier Gonzalez-Huerta , Jefferson Seide Molleri , Aivars Šablis , Ehsan Zabardast

Continual learning (CL) provides a framework for training models in ever-evolving environments. Although re-occurrence of previously seen objects or tasks is common in real-world problems, the concept of repetition in the data stream is not…

The Scrum framework has gained widespread adoption in the industry for its emphasis on collaboration and continuous improvement. However, it has not reached a similar relevance in Software Engineering (SE) curricula. This work reports the…

Software Engineering · Computer Science 2024-04-24 Marco Torchiano , Antonio Vetrò , Riccardo Coppola

Programming skills are typically developed through completing various hands-on exercises. Such programming problems can be contextualized to students' interests and cultural backgrounds. Prior research in educational psychology has…

Human-Computer Interaction · Computer Science 2024-07-18 Evanfiya Logacheva , Arto Hellas , James Prather , Sami Sarsa , Juho Leinonen

In this research paper we describe a study that involves measuring the complexities of undergraduate curricula offered by computer science departments, and then comparing them to the quality of these departments, where quality is determined…

Computers and Society · Computer Science 2020-06-15 Gregory L. Heileman , Hayden W. Free , Johnny Flynn , Camden Mackowiak , Jerzy W. Jaromczyk , Chaouki T. Abdallah