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Existing binary corpora typically capture only one or two axes of binary variation: they either provide cross-compiler builds without a temporal axis, or CVE labels for single-build binaries. None combine cross-build diversity,…

Cryptography and Security · Computer Science 2026-05-22 Chang Liu , Noah Fleischmann , Nicolò Altamura , Edward Raff , James Holt , Kristopher Micinski

A substantial fraction of the time that computational modellers dedicate to developing their models is actually spent trouble-shooting and debugging their code. However, how this process unfolds is seldom spoken about, maybe because it is…

Computational Engineering, Finance, and Science · Computer Science 2022-11-04 Ester Comellas , Jean-Paul Pelteret , Wolfgang Bangerth

The number of bug reports in complex software increases dramatically. Now bugs are triaged manually, bug triage or assignment is a labor-intensive and time-consuming task. Without knowledge about the structure of the software, testers often…

Software Engineering · Computer Science 2012-06-07 Deqing Wang , Hui Zhang , Rui Liu , Mengxiang Lin , Wenjun Wu , Hongping Hu

Statistical fault localization is an easily deployed technique for quickly determining candidates for faulty code locations. If a human programmer has to search the fault beyond the top candidate locations, though, more traditional…

Software Engineering · Computer Science 2021-01-11 Ezekiel Soremekun , Lukas Kirschner , Marcel Böhme , Andreas Zeller

Although some previous research has found ways to find inclusivity bugs (biases in software that introduce inequities), little attention has been paid to how to go about fixing such bugs. Without a process to move from finding to fixing,…

Software Engineering · Computer Science 2022-03-01 Mariam Guizani , Igor Steinmacher , Jillian Emard , Abrar Fallatah , Margaret Burnett , Anita Sarma

Today, software systems have a significant role in various domains among which are healthcare, entertainment, transport and logistics, and many more. It is only natural that with this increasing dependency on software, the number of…

Software Engineering · Computer Science 2022-12-23 Filip Zamfirov

Debugging CUDA programs has long been challenging because failures often arise from subtle interactions among hardware behavior, compiler decisions, memory hierarchy, and asynchronous execution. More importantly, with the rapid expansion of…

Machine Learning · Computer Science 2026-05-27 Shiyang Li , Haoyang Chen , Mattia Fazzini , Caiwen Ding

The widespread adoption of Free/Libre and Open Source Software (FLOSS) means that the ongoing maintenance of many widely used software components relies on the collaborative effort of volunteers who set their own priorities and choose their…

Software Engineering · Computer Science 2024-12-10 Kaylea Champion , Benjamin Mako Hill

Linux kernel bug repair is typically approached as a direct mapping from crash reports to code patches. In practice, however, kernel fixes undergo iterative revision on mailing lists before acceptance, with reviewer feedback shaping…

Software Engineering · Computer Science 2026-04-07 Luyao Bai , Kenan Alghythee , Hang Zhang , Xiaoguang Wang

Reversible debuggers have been developed at least since 1970. Such a feature is useful when the cause of a bug is close in time to the bug manifestation. When the cause is far back in time, one resorts to setting appropriate breakpoints in…

Software Engineering · Computer Science 2012-12-21 Kapil Arya , Tyler Denniston , Ana-Maria Visan , Gene Cooperman

When security bugs are detected, they should be (a)~discussed privately by security software engineers; and (b)~not mentioned to the general public until security patches are available. Software engineers usually report bugs to bug tracking…

Software Engineering · Computer Science 2019-05-17 Rui Shu , Tianpei Xia , Laurie Williams , Tim Menzies

In this paper, we take a deep dive into microarchitectural security from a hardware designer's perspective by reviewing the existing approaches to detect hardware vulnerabilities during the design phase. We show that a protection gap…

Deep neural networks (DNNs) are becoming an integral part of most software systems. Previous work has shown that DNNs have bugs. Unfortunately, existing debugging techniques do not support localizing DNN bugs because of the lack of…

Software Engineering · Computer Science 2021-03-08 Mohammad Wardat , Wei Le , Hridesh Rajan

Bugs are inescapable during software development due to frequent code changes, tight deadlines, etc.; therefore, it is important to have tools to find these errors. One way of performing bug identification is to analyze the characteristics…

Software Engineering · Computer Science 2020-06-19 Rudolf Ferenc , Péter Gyimesi , Gábor Gyimesi , Zoltán Tóth , Tibor Gyimóthy

Bug localization is a tedious activity in the bug fixing process in which a software developer tries to locate bugs in the source code described in a bug report. Since this process is time-consuming and requires additional knowledge about…

Software Engineering · Computer Science 2021-10-12 Benjamin Ledel , Steffen Herbold

The development of machine learning techniques for discovering software vulnerabilities relies fundamentally on the availability of appropriate datasets. The ideal dataset consists of a large and diverse collection of real-world…

Cryptography and Security · Computer Science 2025-04-29 Sima Arasteh , Georgios Nikitopoulos , Wei-Cheng Wu , Nicolaas Weideman , Aaron Portnoy , Mukund Raghothaman , Christophe Hauser

Golang (also known as Go for short) has become popular in building concurrency programs in distributed systems. As the unique features, Go employs lightweight Goroutines to support highly parallelism in user space. Moreover, Go leverages…

Programming Languages · Computer Science 2022-01-27 Chongxin Zhong , Qidong Zhao , Xu Liu

Designing and debugging distributed systems is notoriously difficult. The correctness of a distributed system is largely determined by its handling of failure scenarios. The sequence of events leading to a bug can be long and complex, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-06-15 Doug Woos , Zachary Tatlock , Michael D. Ernst , Thomas E. Anderson

Efficient bug triaging procedures are an important precondition for successful collaborative software engineering projects. Triaging bugs can become a laborious task particularly in open source software (OSS) projects with a large base of…

Software Engineering · Computer Science 2013-03-04 Marcelo Serrano Zanetti , Ingo Scholtes , Claudio Juan Tessone , Frank Schweitzer

The tremendous success of Deep Learning (DL) has significantly boosted the number of open-sourced DL frameworks hosted on GitHub. Among others, performance and accuracy bugs are critical factors that affect the reputation of these DL…

Software Engineering · Computer Science 2022-04-19 Guoming Long , Tao Chen
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