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Patch reviewing is critical for software development, especially in distributed open-source development, which highly depends on voluntary work, such as Linux. This paper studies the past 10 years of patch reviews of the Linux memory…

Software Engineering · Computer Science 2026-03-27 Chih-En Lin , Attreyee Mukherjee , Ajay Rawat , Ruqi Zhang , Pedro Fonseca

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…

An upstream task for software bill-of-materials (SBOMs) is the accurate localization of the patch that fixes a vulnerability. Nevertheless, existing work reveals a significant gap in the CVEs whose patches exist but are not traceable.…

Cryptography and Security · Computer Science 2025-08-18 Xueqing Liu , Jiangrui Zheng , Guanqun Yang , Siyan Wen , Qiushi Liu , Xiaoyin Wang

Background: Performance bugs can lead to severe issues regarding computation efficiency, power consumption, and user experience. Locating these bugs is a difficult task because developers have to judge for every costly operation whether…

Software Engineering · Computer Science 2017-07-03 Sebastian Baltes , Oliver Moseler , Fabian Beck , Stephan Diehl

Compilers play a foundational role in building reliable software systems, and bugs within them can lead to catastrophic consequences. The compilation process typically involves hundreds of files, making traditional automated bug isolation…

Software Engineering · Computer Science 2025-06-24 Yixian Qi , Jiajun Jiang , Fengjie Li , Bowen Chen , Hongyu Zhang , Junjie Chen

Code comments are essential for clarifying code functionality, improving readability, and facilitating collaboration among developers. Despite their importance, comments often become outdated, leading to inconsistencies with the…

Software Engineering · Computer Science 2024-09-18 Shiva Radmanesh , Aaron Imani , Iftekhar Ahmed , Mohammad Moshirpour

Detecting and fixing bugs are two of the most important yet frustrating parts of the software development cycle. Existing bug detection tools are based mainly on static analyzers, which rely on mathematical logic and symbolic reasoning…

Computation and Language · Computer Science 2021-10-04 Dawn Drain , Chen Wu , Alexey Svyatkovskiy , Neel Sundaresan

With the widespread popularity of RISC-V -- an open-source ISA -- custom hardware security solutions targeting specific defense needs are gaining popularity. These solutions often require specialized compilers that can insert metadata…

Cryptography and Security · Computer Science 2022-12-13 David Demicco , Matthew Cole , Gokturk Yuksek , Ravi Theja Gollapudi , Aravind Prakash , Kanad Ghose , Zerksis Umrigar

Failure region, where failure-causing inputs reside, has provided many insights to enhance testing effectiveness of many testing methods. Failure region may also provide some important information to support other processes such as software…

Software Engineering · Computer Science 2020-07-31 Rubing Huang , Weifeng Sun , Tsong Yueh Chen , Sebastian Ng , Jinfu Chen

For digital infrastructure to be safe, compatible, and standards-aligned, automated communication protocol compliance verification is crucial. Nevertheless, current rule-based systems are becoming less and less effective since they are…

Cryptography and Security · Computer Science 2026-04-07 Mohammad Wali Ur Rahman , Martin Manuel Lopez , Lamia Tasnim Mim , Carter Farthing , Julius Battle , Kathryn Buckley , Salim Hariri

Defect detection at commit check-in time prevents the introduction of defects into software systems. Current defect detection approaches rely on metric-based models which are not very accurate and whose results are not directly useful for…

Software Engineering · Computer Science 2021-06-22 Hareem Sahar , Yuxin Liu , Abram Hindle , Denilson Barbosa

While significant progress has been made in automating various aspects of software development through coding agents, there is still significant room for improvement in their bug fixing capabilities. Debugging and investigation of runtime…

Software Engineering · Computer Science 2026-04-22 Spandan Garg , Yufan Huang

Bug localization in object oriented program ha s always been an important issue in softeware engineering. In this paper, I propose a source level bug localization technique for object oriented embedded programs. My proposed technique,…

Software Engineering · Computer Science 2011-09-02 Partha Pratim Ray

Large language models often improve reasoning by sampling multiple outputs and aggregating their final answers, but precise and efficient control of error levels remains a challenging task. In particular, deciding when to stop sampling…

Machine Learning · Statistics 2026-05-08 Hirofumi Ota , Naoto Iwase , Yuki Ichihara , Junpei Komiyama , Masaaki Imaizumi

Deductive verification has become a mature paradigm for the verification of industrial software. Applying deductive verification, however, requires that every function in the code base is annotated with a function contract specifying its…

Logic in Computer Science · Computer Science 2025-01-22 Jesper Amilon , Dilian Gurov , Christian Lidström , Mattias Nyberg , Gustav Ung , Ola Wingbrant

Spectrum-Based Fault Localization (SBFL) is a technique to be used during debugging, the premise of which is that, based on the test case outcomes and code coverage, faulty code elements can be automatically detected. SBFL is popular among…

Software Engineering · Computer Science 2024-03-19 Attila Szatmári , Qusay Idrees Sarhan , Gergő Balogh , Péter Attila Soha , Árpád Beszédes

Integer programs provide a powerful abstraction for representing a wide range of real-world scheduling problems. Despite their ability to model general scheduling problems, solving large-scale integer programs (IP) remains a computational…

Machine Learning · Computer Science 2022-04-18 Luke Kenworthy , Siddharth Nayak , Christopher Chin , Hamsa Balakrishnan

In the multi-commit development model, programmers complete tasks (e.g., implementing a feature) by organizing their work in several commits and packaging them into a commit-set. Analyzing data from developers using this model can be useful…

Automatically localizing software bugs to the changesets that induced them has the potential to improve software developer efficiency and to positively affect software quality. To facilitate this automation, a bug report has to be…

Software Engineering · Computer Science 2022-04-12 Agnieszka Ciborowska , Kostadin Damevski

The SZZ algorithm is used to connect bug-fixing commits to the earlier commits that introduced bugs. This algorithm has many applications and many variants have been devised. However, there are some types of commits that cannot be traced by…

Software Engineering · Computer Science 2024-06-10 Yunbo Lyu , Hong Jin Kang , Ratnadira Widyasari , Julia Lawall , David Lo