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We introduce a new type of programming challenge called programming puzzles, as an objective and comprehensive evaluation of program synthesis, and release an open-source dataset of Python Programming Puzzles (P3). Each puzzle is defined by…

Machine Learning · Computer Science 2021-11-09 Tal Schuster , Ashwin Kalyan , Oleksandr Polozov , Adam Tauman Kalai

Parsons problems are a type of programming activity that present learners with blocks of existing code and requiring them to arrange those blocks to form a program rather than write the code from scratch. Micro Parsons problems extend this…

Human-Computer Interaction · Computer Science 2024-05-31 Zihan Wu , David H. Smith

Novice programmers often struggle with problem solving due to the high cognitive loads they face. Furthermore, many introductory programming courses do not explicitly teach it, assuming that problem solving skills are acquired along the…

Computers and Society · Computer Science 2022-01-19 Oka Kurniawan , Cyrille Jégourel , Norman Tiong Seng Lee , Matthieu De Mari , Christopher M. Poskitt

Search engines are considered the primary tool to assist and empower learners in finding information relevant to their learning goals-be it learning something new, improving their existing skills, or just fulfilling a curiosity. While…

Information Retrieval · Computer Science 2021-11-30 Arthur Câmara , Nirmal Roy , David Maxwell , Claudia Hauff

We continuously interact with computerized systems to achieve goals and perform tasks in our personal and professional lives. Therefore, the ability to program such systems is a skill needed by everyone. Consequently, computational thinking…

Human-Computer Interaction · Computer Science 2021-12-07 Christopher Pyles , Francois van Schalkwyk , Gerard J. Gorman , Marijan Beg , Lee Stott , Nir Levy , Ran Gilad-Bachrach

We introduce a new paradigm of learning for reasoning, understanding, and prediction, as well as the scaffolding network to implement this paradigm. The scaffolding network embodies an incremental learning approach that is formulated as a…

Computation and Language · Computer Science 2017-05-23 Asli Celikyilmaz , Li Deng , Lihong Li , Chong Wang

To implement important quality attributes of software such as architectural security tactics, developers incorporate API of software frameworks, as building blocks, to avoid re-inventing the wheel and improve their productivity. However,…

Software Engineering · Computer Science 2024-03-19 Ali Shokri , Ibrahim Jameel Mujhid , Mehdi Mirakhorli

Teachers face several challenges when presenting the fundamental concepts of programming in the classroom. Several tools are introduced to give a visual dimension to support the learning process. These tools rely on code blocks, easily…

Computers and Society · Computer Science 2019-11-22 Hussein Alrubaye , Stephanie Ludi , Mohamed Wiem Mkaouer

A core task in process mining is process discovery which aims to learn an accurate process model from event log data. In this paper, we propose to use (block-) structured programs directly as target process models so as to establish…

Artificial Intelligence · Computer Science 2020-08-14 Dell Zhang , Alexander Kuhnle , Julian Richardson , Murat Sensoy

Decomposition is a fundamental skill in algorithmic programming, requiring learners to break down complex problems into smaller, manageable parts. However, current self-study methods, such as browsing reference solutions or using LLM…

Human-Computer Interaction · Computer Science 2025-02-27 Shuai Ma , Junling Wang , Yuanhao Zhang , Xiaojuan Ma , April Yi Wang

Developers spend much of their time reading and browsing source code, raising new opportunities for summarization methods. Indeed, modern code editors provide code folding, which allows one to selectively hide blocks of code. However this…

Software Engineering · Computer Science 2017-03-07 Jaroslav Fowkes , Pankajan Chanthirasegaran , Razvan Ranca , Miltiadis Allamanis , Mirella Lapata , Charles Sutton

Learning to program can be challenging, and providing high-quality and timely support at scale is hard. Generative AI and its products, like ChatGPT, can create a solution for most intro-level programming problems. However, students might…

Computers and Society · Computer Science 2024-05-31 Xinying Hou , Zihan Wu , Xu Wang , Barbara J. Ericson

In Computer Science (CS) education, understanding factors contributing to students' programming difficulties is crucial for effective learning support. By identifying specific issues students face, educators can provide targeted assistance…

Computing students increasingly rely on generative AI tools for programming assistance, often without formal instruction or guidance. This highlights a need to teach students how to effectively interact with AI models, particularly through…

Computers and Society · Computer Science 2025-09-15 Victor-Alexandru Pădurean , Paul Denny , Alkis Gotovos , Adish Singla

Open-ended programming increases students' motivation by allowing them to solve authentic problems and connect programming to their own interests. However, such open-ended projects are also challenging, as they often encourage students to…

Human-Computer Interaction · Computer Science 2021-04-27 Wengran Wang , Archit Kwatra , James Skripchuk , Neeloy Gomes , Alexandra Milliken , Chris Martens , Tiffany Barnes , Thomas Price

Streaming computation plays an important role in large-scale data analysis. The sliding window model is a model of streaming computation which also captures the recency of the data. In this model, data arrives one item at a time, but only…

Data Structures and Algorithms · Computer Science 2021-11-01 Alessandro Epasto , Mohammad Mahdian , Vahab Mirrokni , Peilin Zhong

Generative neural models hold great promise in enhancing programming education by synthesizing new content. We seek to design neural models that can automatically generate programming tasks for a given specification in the context of visual…

Machine Learning · Computer Science 2024-01-17 Victor-Alexandru Pădurean , Georgios Tzannetos , Adish Singla

Supporting learners during Collaborative Problem Solving (CPS) is a necessity. Existing studies have compared scaffolds with maximal and minimal instructional support by studying their effects on learning and behaviour. However, our…

Social and Information Networks · Computer Science 2025-12-10 Kester Wong , Feng Shihui , Sahan Bulathwela , Mutlu Cukurova

We describe a method of automatic feedback provision for students learning programming and computational methods in Python. We have implemented, used and refined this system since 2009 for growing student numbers, and summarise the design…

Computers and Society · Computer Science 2015-09-14 Hans Fangohr , Neil O'Brien , Anil Prabhakar , Arti Kashyap

This paper presents an algorithmic study of a class of covering mixed-integer linear programming problems which encompasses classic cover problems, including multidimensional knapsack, facility location and supplier selection problems. We…

Data Structures and Algorithms · Computer Science 2026-02-12 Kobe Grobben , Phablo F. S. Moura , Hande Yaman