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Software vulnerabilities are flaws in computer software systems that pose significant threats to the integrity, security, and reliability of modern software and its application data. These vulnerabilities can lead to substantial economic…

Software Engineering · Computer Science 2024-11-11 Penghui Liu , Yingzhou Bi , Jiangtao Huang , Xinxin Jiang , Lianmei Wang

Despite significant advances in automatic program repair (APR)techniques over the past decade, practical deployment remains an elusive goal. One of the important challenges in this regard is the general inability of current APR techniques…

Software Engineering · Computer Science 2019-06-24 Seemanta Saha , Ripon K. Saha , Mukul R. Prasad

Automated program repair (APR) techniques are effective in fixing inevitable defects in software, enhancing development efficiency and software robustness. However, due to the difficulty of generating precise specifications, existing APR…

Software Engineering · Computer Science 2025-10-17 Xu He , Shu Wang , Kun Sun

Automated program repair (APR) has great potential to reduce the effort and time-consumption in software maintenance and becomes a hot topic in software engineering recently with many approaches being proposed. Multi-location program repair…

Software Engineering · Computer Science 2019-01-08 Shangwen Wang , Xiaoguang Mao , Nan Niu , Xin Yi , Anbang Guo

Background: Over the years, Automated Program Repair (APR) has attracted much attention from both academia and industry since it can reduce the costs in fixing bugs. However, how to assess the patch correctness remains to be an open…

Software Engineering · Computer Science 2019-06-11 Shangwen Wang , Ming Wen , Liqian Chen , Xin Yi , Xiaoguang Mao

Ensuring the quality of software systems through testing is essential, yet maintaining test cases poses significant challenges and costs. The need for frequent updates to align with the evolving system under test often entails high…

Software Engineering · Computer Science 2025-02-17 Ahmadreza Saboor Yaraghi , Darren Holden , Nafiseh Kahani , Lionel Briand

Automated Code Revision (ACR) tools aim to reduce manual effort by automatically generating code revisions based on reviewer feedback. While ACR tools have shown promising performance on historical data, their real-world utility depends on…

Software Engineering · Computer Science 2026-02-17 Shirin Pirouzkhah , Souhaila Serbout , Alberto Bacchelli

The increasing prevalence of software bugs has made automated program repair (APR) a key research focus. Large language models (LLMs) offer new opportunities for APR, but existing studies mostly rely on smaller, earlier-generation models…

Software Engineering · Computer Science 2025-06-17 Jiajun Sun , Fengjie Li , Xinzhu Qi , Hongyu Zhang , Jiajun Jiang

Automated Program Repair (APR) struggles with complex logic errors and silent failures. Current LLM-based APR methods are mostly static, relying on source code and basic test outputs, which fail to accurately capture complex runtime…

Software Engineering · Computer Science 2026-04-06 Jiaqing Wu , Tong Wu , Manqing Zhang , Yunwei Dong , Bo Shen

We propose NOPOL, an approach to automatic repair of buggy conditional statements (i.e., if-then-else statements). This approach takes a buggy program as well as a test suite as input and generates a patch with a conditional expression as…

Implementing automated unit tests is an important but time-consuming activity in software development. To assist developers in this task, many techniques for automating unit test generation have been developed. However, despite this effort,…

Software Engineering · Computer Science 2025-01-16 Rangeet Pan , Myeongsoo Kim , Rahul Krishna , Raju Pavuluri , Saurabh Sinha

Modern software development relies heavily on Application Programming Interface (API) libraries. However, there are often certain constraints on using API elements in such libraries. Failing to follow such constraints (API misuse) could…

Software Engineering · Computer Science 2019-08-20 Tam The Nguyen , Phong Minh Vu , Tung Thanh Nguyen

Software testing framework can be stated as the process of verifying and validating that a computer program/application works as expected and meets the requirements of the user. Usually testing can be done manually or using tools. Manual…

Software Engineering · Computer Science 2013-07-15 K. Karnavel , V. Divya , Gnanakeerthika , P. Karthika

We present a novel methodology for deriving fine-grained patches of Java software. We consider an abstract-syntax tree (AST) representation of Java classes compiled to the Java Virtual Machine (JVM) format, and a difference analysis over…

Software Engineering · Computer Science 2014-02-19 Eduardo R. B. Marques

This paper presents a novel methodology for enhancing Automated Program Repair (APR) through synthetic data generation utilizing Large Language Models (LLMs). Current APR systems are constrained by the limited availability of high-quality…

Software Engineering · Computer Science 2026-03-31 David de-Fitero-Dominguez , Antonio Garcia-Cabot , Eva Garcia-Lopez

The most natural method for evaluating program repair systems is to run them on bug datasets, such as Defects4J. Yet, using this evaluation technique on arbitrary real-world programs requires heavy configuration. In this paper, we propose a…

Software Engineering · Computer Science 2022-02-22 Khashayar Etemadi , Niloofar Tarighat , Siddharth Yadav , Matias Martinez , Martin Monperrus

Modern software ecosystems face a rapidly growing number of disclosed vulnerabilities, increasing the need for automated repair techniques that can operate reliably at repository scale. Although Large Language Model (LLM)-based agents have…

Software Engineering · Computer Science 2026-05-19 Simiao Liu , Li Zhang , Fang Liu , Xiaoli Lian , Yang Liu , Yinghao Zhu

With the increasing disclosure of vulnerabilities in open-source software, software composition analysis (SCA) has been widely applied to reveal third-party libraries and the associated vulnerabilities in software projects. Beyond the…

Software Engineering · Computer Science 2023-01-23 Lyuye Zhang , Chengwei Liu , Zhengzi Xu , Sen Chen , Lingling Fan , Lida Zhao , Jiahui Wu , Yang Liu

Source code reviews are manual, time-consuming, and expensive. Human involvement should be focused on analyzing the most relevant aspects of the program, such as logic and maintainability, rather than amending style, syntax, or formatting…

Machine Learning · Computer Science 2019-04-02 Vadim Markovtsev , Waren Long , Hugo Mougard , Konstantin Slavnov , Egor Bulychev

In this paper, we present a technique for repairing data race errors in parallel programs written in C/C++ and Fortran using the OpenMP API. Our technique can also remove barriers that are deemed unnecessary for correctness. We implement…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-30 Utpal Bora , Saurabh Joshi , Gautam Muduganti , Ramakrishna Upadrasta