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Programming is increasingly taught using block-based languages like Scratch. While the use of blocks prevents syntax errors, learners can still make semantic mistakes, requiring feedback and help. As teachers may be overwhelmed by help…

Software Engineering · Computer Science 2025-04-18 Sebastian Schweikl , Gordon Fraser

Automated program repair (APR) has attracted widespread attention in recent years with substantial techniques being proposed. Meanwhile, a number of benchmarks have been established for evaluating the performances of APR techniques, among…

Software Engineering · Computer Science 2019-01-09 Shangwen Wang , Ming Wen , Xiaoguang Mao , Deheng Yang

Automated Program Repair (APR) seeks to automatically correct software bugs without requiring human intervention. However, existing tools tend to generate patches that satisfy test cases without fixing the underlying bug, those are known as…

Software Engineering · Computer Science 2025-07-31 Marcos Fuster-Pena , David de-Fitero-Dominguez , Antonio Garcia-Cabot , Eva Garcia-Lopez

Test-based automatic program repair has attracted a lot of attention in recent years. However, the test suites in practice are often too weak to guarantee correctness and existing approaches often generate a large number of incorrect…

Software Engineering · Computer Science 2018-07-30 Yingfei Xiong , Xinyuan Liu , Muhan Zeng , Lu Zhang , Gang Huang

In introductory programming courses, it is challenging for instructors to provide debugging feedback on students' incorrect programs. Some recent tools automatically offer program repair feedback by identifying any differences between…

Software Engineering · Computer Science 2021-07-15 Yunlong Lu , Na Meng , Wenxin Li

Students often make mistakes on their introductory programming assignments as part of their learning process. Unfortunately, providing custom repairs for these mistakes can require a substantial amount of time and effort from class…

Software Engineering · Computer Science 2022-09-30 Jialu Zhang , José Cambronero , Sumit Gulwani , Vu Le , Ruzica Piskac , Gustavo Soares , Gust Verbruggen

Automated generation of feedback on programming assignments holds significant benefits for programming education, especially when it comes to advanced assignments. Automated Program Repair techniques, especially Large Language Model based…

Software Engineering · Computer Science 2024-04-03 Qianhui Zhao , Fang Liu , Li Zhang , Yang Liu , Zhen Yan , Zhenghao Chen , Yufei Zhou , Jing Jiang , Ge Li

Lack of experience, inadequate documentation, and sub-optimal API design frequently cause developers to make mistakes when re-using third-party implementations. Such API misuses can result in unintended behavior, performance losses, or…

Software Engineering · Computer Science 2021-07-13 Sebastian Nielebock , Robert Heumüller , Kevin Michael Schott , Frank Ortmeier

Automated program repair (APR) has achieved promising results, especially using neural networks. Yet, the overwhelming majority of patches produced by APR tools are confined to one single location. When looking at the patches produced with…

Software Engineering · Computer Science 2024-07-11 He Ye , Martin Monperrus

Bug fixing and code generation have been core research topics in software development for many years. The recent explosive growth in Large Language Models has completely transformed these spaces, putting in reach incredibly powerful tools…

Artificial Intelligence · Computer Science 2024-11-13 Avinash Anand , Akshit Gupta , Nishchay Yadav , Shaurya Bajaj

Fuzzing has proven to be very effective for discovering certain classes of software flaws, but less effective in helping developers process these discoveries. Conventional crash-based fuzzers lack enough information about failures to…

Cryptography and Security · Computer Science 2024-11-04 Allison Naaktgeboren , Sean Noble Anderson , Andrew Tolmach , Greg Sullivan

The quality of software is closely tied to the effectiveness of the tests it undergoes. Manual test writing, though crucial for bug detection, is time-consuming, which has driven significant research into automated test case generation.…

Software Engineering · Computer Science 2025-03-21 Wendkûuni C. Ouédraogo , Laura Plein , Kader Kaboré , Andrew Habib , Jacques Klein , David Lo , Tegawendé F. Bissyandé

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

Open source software vulnerabilities pose significant security risks to downstream applications. While vulnerability databases provide valuable information for mitigation, many security patches are released silently in new commits of OSS…

Software Engineering · Computer Science 2025-03-27 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Zhe Lang , David Lo , Shichao Lv , Dongliang Fang , Zhiqiang Shi , Limin Sun

Context: Specification mining techniques are typically used to extract the specification of a software in the absence of (up-to-date) specification documents. This is useful for program comprehension, testing, and anomaly detection.…

Software Engineering · Computer Science 2019-05-09 Mohammad Jafar Mashhadi , Taha R. Siddiqui , Hadi Hemmati , Howard Loewen

Automated program repair (APR) tools have unlocked the potential for the rapid rectification of codebase issues. However, to encourage wider adoption of program repair in practice, it is necessary to address the usability concerns related…

Software Engineering · Computer Science 2023-11-20 David Williams , James Callan , Serkan Kirbas , Sergey Mechtaev , Justyna Petke , Thomas Prideaux-Ghee , Federica Sarro

Software vulnerabilities pose significant security threats, requiring effective mitigation. While Automated Program Repair (APR) has advanced in fixing general bugs, vulnerability patching, a security-critical aspect of APR remains…

Software Engineering · Computer Science 2025-06-06 Zanis Ali Khan , Aayush Garg , Qiang Tang

Context: Recent research has used data mining to develop techniques that can guide developers through source code changes. To the best of our knowledge, very few studies have investigated data mining techniques and--or compared their…

Software Engineering · Computer Science 2023-05-02 AmirHossein Naghshzan , Saeed Khalilazar , Pierre Poilane , Olga Baysal , Latifa Guerrouj , Foutse Khomh

Automatic program repair (APR) has recently gained attention because it proposes to fix software defects with no human intervention. To automatically fix defects, most APR tools use the developer-written tests to (a) localize the defect,…

Software Engineering · Computer Science 2021-04-19 Manish Motwani

Integer programming (IP) is an important and challenging problem. Approximate methods have shown promising performance on both effectiveness and efficiency for solving the IP problem. However, we observed that a large fraction of variables…

Discrete Mathematics · Computer Science 2022-07-06 Longkang Li , Baoyuan Wu
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