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Software vulnerabilities can cause numerous problems, including crashes, data loss, and security breaches. These issues greatly compromise quality and can negatively impact the market adoption of software applications and systems.…

Static analysis tools are frequently used to detect potential vulnerabilities in software systems. However, an inevitable problem of these tools is their large number of warnings with a high false positive rate, which consumes time and…

软件工程 · 计算机科学 2022-09-28 Kien-Tuan Ngo , Dinh-Truong Do , Thu-Trang Nguyen , Hieu Dinh Vo

Abrupt and unexpected terminations of software are termed as software crashes. They can be challenging to analyze. Finding the root cause requires extensive manual effort and expertise to connect information sources like stack traces,…

软件工程 · 计算机科学 2025-02-12 Neetha Jambigi , Bartosz Bogacz , Moritz Mueller , Thomas Bach , Michael Felderer

Successful HPC software applications are long-lived. When ported across machines and their compilers, these applications often produce different numerical results, many of which are unacceptable. Such variability is also a concern while…

Fault localization (FL) is a critical step in debugging, which typically relies on repeated executions to pinpoint faulty code regions. However, repeated executions can be impractical in the presence of non-deterministic failures or high…

Software Product Lines are large-scale, multi-unit systems that enable massive, customized production. They consist of a base of reusable artifacts and points of variation that provide the system with flexibility, allowing generating…

软件工程 · 计算机科学 2019-01-08 Zineb Mcharfi , Bouchra El Asri , Abdelaziz Kriouile

Debugging is difficult. Recent studies show that automatic bug localization techniques have limited usefulness. One of the reasons is that programmers typically have to understand why the program fails before fixing it. In this work, we aim…

软件工程 · 计算机科学 2019-11-22 Jun Sun , Long H. Pham , Lyly Tran Thi , Jingyi Wang , Xin Peng

We consider the task of mapping pseudocode to long programs that are functionally correct. Given test cases as a mechanism to validate programs, we search over the space of possible translations of the pseudocode to find a program that…

机器学习 · 计算机科学 2019-06-13 Sumith Kulal , Panupong Pasupat , Kartik Chandra , Mina Lee , Oded Padon , Alex Aiken , Percy Liang

Early identification of security issues in software development is vital to minimize their unanticipated impacts. Code review is a widely used manual analysis method that aims to uncover security issues along with other coding issues in…

软件工程 · 计算机科学 2024-07-18 Wachiraphan Charoenwet , Patanamon Thongtanunam , Van-Thuan Pham , Christoph Treude

In order to ensure the quality of software and prevent attacks from hackers on critical systems, static analysis tools are frequently utilized to detect vulnerabilities in the early development phase. However, these tools often report a…

软件工程 · 计算机科学 2022-09-28 Thanh Trong Vu , Hieu Dinh Vo

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

VARCLUST algorithm is proposed for clustering variables under the assumption that variables in a given cluster are linear combinations of a small number of hidden latent variables, corrupted by the random noise. The entire clustering task…

Locating bugs is an important, but effort-intensive and time-consuming task, when dealing with large-scale systems. To address this, Information Retrieval (IR) techniques are increasingly being used to suggest potential buggy source code…

软件工程 · 计算机科学 2021-08-31 Abdul Razzaq , Jim Buckley , James Vincent Patten , Muslim Chochlov , Ashish Rajendra Sai

Finding and fixing bugs are time-consuming activities in software development. Spectrum-based fault localization aims to identify the faulty position in source code based on the execution trace of test cases. Failing test cases and their…

软件工程 · 计算机科学 2018-07-06 Jifeng Xuan , Martin Monperrus

The wide availability of data coupled with the computational advances in artificial intelligence and machine learning promise to enable many future technologies such as autonomous driving. While there has been a variety of successful…

系统与控制 · 电气工程与系统科学 2022-10-11 Lars Lindemann , Lejun Jiang , Nikolai Matni , George J. Pappas

Automated fault localization requires connecting an observed test failure to the responsible method across thousands of candidates--a task that purely statistical approaches handle with limited precision and that LLMs cannot yet handle at…

软件工程 · 计算机科学 2026-05-14 Mahdi Farzandway , Fatemeh Ghassemi

Debugging is one of the most time-consuming and expensive tasks in software development. Several formula-based fault localization (FBFL) methods have been proposed, but they fail to guarantee a set of diagnoses across all failing tests or…

软件工程 · 计算机科学 2025-09-08 Pedro Orvalho , Mikoláš Janota , Vasco Manquinho

Static bug finders have been widely-adopted by developers to find bugs in real world software projects. They leverage predefined heuristic static analysis rules to scan source code or binary code of a software project, and report violations…

软件工程 · 计算机科学 2021-12-24 Junjie Wang , Yuchao Huang , Song Wang , Qing Wang

In recent years, there has been an exponential growth in the size and complexity of System-on-Chip designs targeting different specialized applications. The cost of an undetected bug in these systems is much higher than in traditional…

硬件体系结构 · 计算机科学 2024-01-19 Giuseppe Stracquadanio , Sourav Medya , Stefano Quer , Debjit Pal

Software debugging is a very time-consuming process, which is even worse for multi-threaded programs, due to the non-deterministic behavior of thread-scheduling algorithms. However, the debugging time may be greatly reduced, if automatic…

计算机科学中的逻辑 · 计算机科学 2015-09-09 Erickson H. da S. Alves , Lucas C. Cordeiro , Eddie B. de Lima Filho