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This article is intended as a guide for new graduate students in the field of computational science. With the increasing influx of students from diverse backgrounds joining the ever-popular field, this short guide aims to help students…

Writing complex computer programs to study scientific problems requires careful planning and an in-depth knowledge of programming languages and tools. In this chapter the importance of using the right tool for the right problem is…

Computational Physics · Physics 2010-06-17 Helmut G. Katzgraber

Programming requires much more than just writing code in a programming language. It is usually done in the context of a stateful environment, by interacting with a system through a graphical user interface. Yet, this wide space of…

Programming Languages · Computer Science 2023-02-21 Joel Jakubovic , Jonathan Edwards , Tomas Petricek

Textbooks are one of the main mediums for delivering high-quality education to students. In particular, explanatory and illustrative visuals play a key role in retention, comprehension and general transfer of knowledge. However, many…

Computer Vision and Pattern Recognition · Computer Science 2023-10-23 Janvijay Singh , Vilém Zouhar , Mrinmaya Sachan

Large Language Models (LLMs) have emerged as powerful tools for automating code generation, offering immense potential to enhance programmer productivity. However, their non-deterministic nature and reliance on user input necessitate a…

Software Engineering · Computer Science 2025-02-24 Bruno Pereira Cipriano , Lúcio Studer Ferreira

There are countless reasons cited in scientific studies to explain the difficulties in programming learning. The reasons range from the subject's complexity, the ineffective teaching and study methods, to psychological aspects such as…

Computers and Society · Computer Science 2020-06-26 Alberto Simões , Ricardo Queirós

The landscape of educational practices for teaching and learning languages has been predominantly centered around outcome-driven approaches. The recent accessibility of large language models has thoroughly disrupted these approaches. As we…

Computers and Society · Computer Science 2023-04-28 Badri Adhikari

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

Scientific software-defined as computer programs, scripts, or code used in scientific research, data analysis, modeling, or simulation-has become central to modern research. However, there is limited research on the readability and…

Software Engineering · Computer Science 2025-01-20 Alyssia Chen , Carol Wong , Bonita Sharif , Anthony Peruma

Even with recent increases in enrollments, computer science departments in the United States are not producing the number of graduates that the computing workforce needs, an issue that impacts the scientific and economic growth of our…

Computers and Society · Computer Science 2021-08-31 Monica Babes-Vroman , Andrew Tjang , Thu D. Nguyen

The amount of visual communication we are facing is rapidly increasing, and skills to process, understand, and generate visual representations are in high demand. Especially students focusing on computer graphics and visualization can…

Human-Computer Interaction · Computer Science 2019-07-11 Andrey Krekhov , Michael Michalski , Jens Krüger

Computer science (CS) education needs to evolve to support software and artificial intelligence (AI) systems engineering, and it needs to happen now -- precisely because the core intellectual contributions of CS have never been more…

Software Engineering · Computer Science 2026-05-01 Chandra N. Sekharan , George K. Thiruvathukal

Professional societies often publish curriculum guidelines to help programs align their content to international standards. In Computer Science, the primary standard is published by ACM and IEEE and provide detailed guidelines for what…

Computation and Language · Computer Science 2026-02-05 Erik Saule , Kalpathi Subramanian , Razvan Bunescu

The impact of Large Language Models (LLMs) like GPT-3, GPT-4, and Bard in computer science (CS) education is expected to be profound. Students now have the power to generate code solutions for a wide array of programming assignments. For…

Computers and Society · Computer Science 2024-12-03 Pedro Alves , Bruno Pereira Cipriano

Large language models (LLMs) are being increasingly adopted for programming work. Prior work shows that while LLMs accelerate task completion for professional programmers, beginning programmers struggle to prompt models effectively.…

Software Engineering · Computer Science 2025-04-29 Yangtian Zi , Luisa Li , Arjun Guha , Carolyn Jane Anderson , Molly Q Feldman

This paper investigates how high school students approach computing through an introductory computer science course situated in the Logic Programming (LP) paradigm. This study shows how novice students operate within the LP paradigm while…

Computers and Society · Computer Science 2017-06-29 Timothy Yuen , Maritz Reyes , Yuanlin Zhang

Programming courses in computing science are important because they are often the first introduction to computer programming for many students. Many university students are overwhelmed with the information they must learn for an…

Computers and Society · Computer Science 2023-09-25 Kashif Ishaq , Atif Alvi

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

Computation and Language · Computer Science 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

Programming is about automation in a wide variety of domains. Developing itself is one of those. As a side-effect, progress in automated coding may make people less willing to learn computer programming. This could become an issue, if the…

Programming Languages · Computer Science 2026-05-01 Attila Egri-Nagy

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…