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Background and context: Debugging is a significant and often frustrating challenge for beginner programmers. Understanding students' debugging behaviours and strategies can help to identify common difficulties and inform approaches for…

Computers and Society · Computer Science 2026-04-03 Laurie Gale , Sue Sentance

Unit tests are widely used to check source code quality, but they can be too coarse-grained or ill-suited for testing individual program statements. We introduce inline tests to make it easier to check for faults in statements. We motivate…

Software Engineering · Computer Science 2022-09-15 Yu Liu , Pengyu Nie , Owolabi Legunsen , Milos Gligoric

Real software, the kind working programmers produce by the kLOC to solve real-world problems, tends to be "natural", like speech or natural language; it tends to be highly repetitive and predictable. Researchers have captured this…

Software Engineering · Computer Science 2015-09-11 Baishakhi Ray , Vincent Hellendoorn , Saheel Godhane , Zhaopeng Tu , Alberto Bacchelli , Premkumar Devanbu

Log4j has become a widely adopted logging library for Java programs due to its long history and high reliability. Its widespread use is notable not only because of its maturity but also due to the complexity and depth of its features, which…

Fault-detection, localization, and repair methods are vital to software quality; but it is difficult to evaluate their generality, applicability, and current effectiveness. Large, diverse, realistic datasets of durably-reproducible faults…

Researchers have developed numerous debugging approaches to help programmers in the debugging process, but these approaches are rarely used in practice. In this paper, we investigate how programmers debug their code and what researchers…

Software Engineering · Computer Science 2021-03-24 Thomas Hirsch , Birgit Hofer

This paper presents a large-scale study that investigates the bug resolution characteristics among popular Github projects written in different programming languages. We explore correlations but, of course, we cannot infer causation.…

Software Engineering · Computer Science 2020-01-07 Jie M. Zhang , Feng Li , Dan Hao , Meng Wang , Hao Tang , Lu Zhang , Mark Harman

Automated program repair techniques, which target to generating correct patches for real world defects automatically, have gained a lot of attention in the last decade. Many different techniques and tools have been proposed and developed.…

Software Engineering · Computer Science 2017-05-15 Jiajun Jiang , Yingfei Xiong

Modern software development reuses code by importing libraries as dependencies. Software projects typically include an average of 36 dependencies, with 80% being transitive, meaning they are dependencies of dependencies. Recent research…

Software Engineering · Computer Science 2025-10-24 Jonas Klauke , Tom Ohlmer , Stefan Schott , Serena Elisa Ponta , Wolfram Fischer , Eric Bodden

Recent advances in program synthesis offer means to automatically debug student submissions and generate personalized feedback in massive programming classrooms. When automatically generating feedback for programming assignments, a key…

Human-Computer Interaction · Computer Science 2017-08-15 Ryo Suzuki , Gustavo Soares , Andrew Head , Elena Glassman , Ruan Reis , Melina Mongiovi , Loris D'Antoni , Bjoern Hartmann

Automated detection of software vulnerabilities remains a critical challenge in software security. Log4j is an industrial-grade Java logging framework listed as one of the top 100 critical open source projects. On Dec. 10, 2021 a severe…

Software Engineering · Computer Science 2026-01-05 Victor Wen , Zedong Peng

Several studies showed that misuses of cryptographic APIs are common in real-world code (e.g., Apache projects and Android apps). There exist several open-sourced and commercial security tools that automatically screen Java programs to…

Cryptography and Security · Computer Science 2021-12-09 Sharmin Afrose , Ya Xiao , Sazzadur Rahaman , Barton P. Miller , Danfeng , Yao

Bug Localization is the process of locating potential error-prone files or methods from a given bug report and source code. There is extensive research on bug localization in the literature that focuses on applying information retrieval…

Software Engineering · Computer Science 2020-04-21 Sandeep Muvva , A Eashaan Rao , Sridhar Chimalakonda

Existing code benchmarks measure whether an agent can produce any test that reproduces a known bug, or whether it can produce a patch that fixes a described issue. Neither isolates the distinct skill of property-based testing: deriving a…

Software Engineering · Computer Science 2026-05-21 Lucas Jing , Xinqi Wang , Liao Zhang , Simon S. Du

Multi-hunk bugs, where fixes span disjoint regions of code, are common in practice, yet remain underrepresented in automated repair. Existing techniques and benchmarks pre-dominantly target single-hunk scenarios, overlooking the added…

Software Engineering · Computer Science 2025-11-19 Noor Nashid , Daniel Ding , Keheliya Gallaba , Ahmed E. Hassan , Ali Mesbah

The characterization of bug datasets is essential to support the evaluation of automatic program repair tools. In a previous work, we manually studied almost 400 human-written patches (bug fixes) from the Defects4J dataset and annotated…

Software Engineering · Computer Science 2018-07-31 Fernanda Madeiral , Thomas Durieux , Victor Sobreira , Marcelo Maia

Automated debugging, long pursued in a variety of fields from software engineering to cybersecurity, requires a framework that offers the building blocks for a programmable debugging workflow. However, existing debuggers are primarily…

Software Engineering · Computer Science 2025-06-06 Gabriele Digregorio , Roberto Alessandro Bertolini , Francesco Panebianco , Mario Polino

Runtime verification (RV) now scales for testing thousands of open-source Java projects, helping find hundreds of bugs. The popular Python ecosystem could use such benefits. But, today's Python RV systems are limited to a domain or…

Software Engineering · Computer Science 2025-09-09 Zhuohang Shen , Mohammed Yaseen , Denini Silva , Kevin Guan , Junho Lee , Marcelo d'Amorim , Owolabi Legunsen

Much research on software engineering and software testing relies on experimental studies based on fault injection. Fault injection, however, is not often relevant to emulate real-world software faults since it "blindly" injects large…

Software Engineering · Computer Science 2022-08-15 Ahmed Khanfir , Anil Koyuncu , Mike Papadakis , Maxime Cordy , Tegawendé F. Bissyandé , Jacques Klein , Yves Le Traon

Similarly to production code, code smells also occur in test code, where they are called test smells. Test smells have a detrimental effect not only on test code but also on the production code that is being tested. To date, the majority of…

Software Engineering · Computer Science 2021-08-11 Tongjie Wang , Yaroslav Golubev , Oleg Smirnov , Jiawei Li , Timofey Bryksin , Iftekhar Ahmed
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