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The aim is to identify faulty predicates which have strong effect on program failure. Statistical debugging techniques are amongst best methods for pinpointing defects within the program source code. However, they have some drawbacks. They…

软件工程 · 计算机科学 2016-12-20 Farid Feyzi , Esmaeel Nikravan , Saeed Parsa

Ensuring code correctness remains a challenging problem even as large language models (LLMs) become increasingly capable at code-related tasks. While LLM-based program repair systems can propose bug fixes using only a user's bug report,…

软件工程 · 计算机科学 2025-02-21 Adam Stein , Arthur Wayne , Aaditya Naik , Mayur Naik , Eric Wong

Precisely and automatically detection of faults in programs, is a software engineering dream. Every effort in this regard takes us one step closer to realizing it. Many efforts have been taken from the people of these areas on testing,…

软件工程 · 计算机科学 2013-08-13 Safeeullah Soomro , Zahid Hussain , Ayaz Keerio

Static analysis is one of the most widely adopted techniques to find software bugs before code is put in production. Designing and implementing effective and efficient static analyses is difficult and requires high expertise, which results…

软件工程 · 计算机科学 2019-06-04 Andrew Habib , Michael Pradel

Vulnerability detection is crucial to protect software security. Nowadays, deep learning (DL) is the most promising technique to automate this detection task, leveraging its superior ability to extract patterns and representations within…

软件工程 · 计算机科学 2026-02-13 Yuejun Guo , Qiang Hu , Qiang Tang , Yves Le Traon

Fault localization is a process to find the location of faults. It determines the root cause of the failure. It identifies the causes of abnormal behaviour of a faulty program. It identifies exactly where the bugs are. Existing fault…

软件工程 · 计算机科学 2012-01-20 A. Askarunisa , T. Manju , B. Giri Babu

In this paper, a novel approach, Inforence, is proposed to isolate the suspicious codes that likely contain faults. Inforence employs a feature selection method, based on mutual information, to identify those bug-related statements that may…

软件工程 · 计算机科学 2017-12-12 Farid Feyzi , Saeed Parsa

Nowadays, locating software components responsible for observed failures is one of the most expensive and error-prone tasks in the software development process. To improve the debugging process efficiency, some effort was already made to…

软件工程 · 计算机科学 2013-06-20 Alexandre Perez

Context: Given a bug report and source code of the project, bug localization can help developers to focus on fixing probable buggy files rather than searching the entire source code repository. While existing research uses information…

In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but…

软件工程 · 计算机科学 2018-08-31 Ahmet Okutan

We describe the integration of logical and uncertain reasoning methods to identify the likely source and location of software problems. To date, software engineers have had few tools for identifying the sources of error in complex software…

人工智能 · 计算机科学 2013-03-08 Lisa J. Burnell , Eric J. Horvitz

Static analysis plays a crucial role in software vulnerability detection, yet faces a persistent precision-scalability tradeoff. In large codebases like the Linux kernel, traditional static analysis tools often generate excessive false…

软件工程 · 计算机科学 2025-06-03 Haonan Li , Hang Zhang , Kexin Pei , Zhiyun Qian

Locating bugs is challenging but one of the most important activities in software development and maintenance phase because there are no certain rules to identify all types of bugs. Existing automatic bug localization tools use various…

软件工程 · 计算机科学 2018-02-21 Saikat Chakraborty , Yujian Li , Matt Irvine , Ripon Saha , Baishakhi Ray

Ensuring that safety-critical applications behave as intended is an important yet challenging task. Modeling languages like differential dynamic logic (dL) have proof calculi capable of proving guarantees for such applications. However, dL…

形式语言与自动机理论 · 计算机科学 2024-10-08 Myra Dotzel , Stefan Mitsch , André Platzer

Can one estimate the number of remaining faults in a software system? A credible estimation technique would be immensely useful to project managers as well as customers. It would also be of theoretical interest, as a general law of software…

软件工程 · 计算机科学 2013-08-14 Carlo A. Furia , Bertrand Meyer , Manuel Oriol , Andrey Tikhomirov , Yi Wei

Fault localization has been determined as a major resource factor in the software development life cycle. Academic fault localization techniques are mostly unknown and unused in professional environments. Although manual debugging…

软件工程 · 计算机科学 2021-03-04 Thomas Hirsch

Defect prediction is one of the most popular research topics due to its potential to minimize software quality assurance efforts. Existing approaches have examined defect prediction from various perspectives such as complexity and developer…

软件工程 · 计算机科学 2024-09-02 Rafed Muhammad Yasir , Ahmedul Kabir

Software testing is essential for the reliable development of complex software systems. A key step in software testing is fault localization, which uses test data to pinpoint failure-inducing combinations for further diagnosis. Existing…

软件工程 · 计算机科学 2026-03-30 Yi Ji , Simon Mak , Ryan Lekivetz , Joseph Morgan

Fault localization is a critical step in software maintenance. Yet, many existing techniques, such as Spectrum-Based Fault Localization (SBFL), rely heavily on the availability of fault-triggering tests to be effective. In practice,…

软件工程 · 计算机科学 2025-10-28 Md Nakhla Rafi , Lorena Barreto Simedo Pacheco , An Ran Chen , Jinqiu Yang , Tse-Hsun , Chen

Software bugs are prevalent in modern software systems and notoriously hard to debug manually. Therefore, a large body of research efforts have been dedicated to automated software debugging, including both automated fault localization and…

软件工程 · 计算机科学 2019-10-04 Yiling Lou , Ali Ghanbari , Xia Li , Lingming Zhang , Dan Hao , Lu Zhang