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Related papers: Wit-HW: Bug Localization in Hardware Design Code v…

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HardWare-aware Neural Architecture Search (HW-NAS) has recently gained tremendous attention by automating the design of DNNs deployed in more resource-constrained daily life devices. Despite its promising performance, developing optimal…

Machine Learning · Computer Science 2025-03-31 Chaojian Li , Zhongzhi Yu , Yonggan Fu , Yongan Zhang , Yang Zhao , Haoran You , Qixuan Yu , Yue Wang , Yingyan Celine Lin

Bug triage can be defined as the process of assigning a developer to a bug report. The duty of the bug triage team is to study the developers profiles well in order to make an appropriate match between the developers and the incoming bug…

Software Engineering · Computer Science 2022-02-04 Madonna Mayez , Khaled Nagaty , Abeer Hamdy

Automated issue solving aims to resolve real-world issues in software repositories. The most popular benchmarks for automated issue solving are SWE-bench and its human-filtered subset SWE-bench Verified. These benchmarks leverage testing to…

Software Engineering · Computer Science 2025-09-10 You Wang , Michael Pradel , Zhongxin Liu

Logging code is written by developers to capture system runtime behavior and plays a vital role in debugging, performance analysis, and system monitoring. However, defects in logging code can undermine the usefulness of logs and lead to…

Software Engineering · Computer Science 2025-08-18 Xin Wang , Zhenhao Li , Zishuo Ding

This research introduces an innovative voice-assisted debugging plugin for Python that transforms silent runtime errors into actionable audible diagnostics. By implementing a global exception hook architecture with pyttsx3 text-to-speech…

The rapid growth of hardware vulnerabilities has created an urgent need for systematic and scalable analysis methods. Unlike software flaws, which are often patchable post-deployment, hardware weaknesses remain embedded across product…

Timing vulnerabilities in processors have emerged as a potent threat. As processors are the foundation of any computing system, identifying these flaws is imperative. Recently fuzzing techniques, traditionally used for detecting software…

Existing hardware-aware NAS (HW-NAS) methods typically assume access to precise information circa the target device, either via analytical approximations of the post-compilation latency model, or through learned latency predictors. Such…

Machine Learning · Computer Science 2026-05-18 Francesco Capuano , Gabriele Tiboni , Niccolò Cavagnero , Giuseppe Averta

AI-assisted tools support developers in performing cognitively demanding tasks such as bug detection and code readability assessment. Despite the advancements in the technical characteristics of these tools, little is known about how…

Although Rust ensures memory safety by default, it also permits the use of unsafe code, which can introduce memory safety vulnerabilities if misused. Unfortunately, existing tools for detecting memory bugs in Rust typically exhibit limited…

Cryptography and Security · Computer Science 2025-10-28 Georgios Androutsopoulos , Antonio Bianchi

Automated software debugging is a crucial task for improving the productivity of software developers. Many neural-based techniques have been proven effective for debugging-related tasks such as bug localization and program repair (or bug…

Software Engineering · Computer Science 2022-12-23 Nghi D. Q. Bui , Yue Wang , Steven Hoi

Bug reports are common artefacts in software development. They serve as the main channel for users to communicate to developers information about the issues that they encounter when using released versions of software programs. In the…

Software Engineering · Computer Science 2021-12-21 Arthur D. Sawadogo , Quentin Guimard , Tegawendé F. Bissyandé , Abdoul Kader Kaboré , Jacques Klein , Naouel Moha

Over the last years, machine learning techniques have been applied to more and more application domains, including software engineering and, especially, software quality assurance. Important application domains have been, e.g., software…

Software Engineering · Computer Science 2021-04-30 Safa Omri , Carsten Sinz

Large language models (LLMs) have made significant progress in code generation tasks, but their performance in tackling programming problems with complex data structures and algorithms remains suboptimal. To address this issue, we propose…

Computation and Language · Computer Science 2024-01-11 Xueyu Hu , Kun Kuang , Jiankai Sun , Hongxia Yang , Fei Wu

Fault localization is a critical process that involves identifying specific program elements responsible for program failures. Manually pinpointing these elements, such as classes, methods, or statements, which are associated with a fault…

Software Engineering · Computer Science 2024-03-18 Ratnadira Widyasari , Jia Wei Ang , Truong Giang Nguyen , Neil Sharma , David Lo

Testing a program's capability to effectively handling errors is a significant challenge, given that program errors are relatively uncommon. To solve this, Software Fault Injection (SFI)-based fuzzing integrates SFI and traditional fuzzing,…

Cryptography and Security · Computer Science 2024-07-08 Jin Wei , Ping Chen , Jun Dai , Xiaoyan Sun , Zhihao Zhang , Chang Xu , Yi Wanga

Data visualization (DataViz) libraries play a crucial role in presentation, data analysis, and application development, underscoring the importance of their accuracy in transforming data into visual representations. Incorrect visualizations…

Software Engineering · Computer Science 2025-06-19 Weiqi Lu , Yongqiang Tian , Xiaohan Zhong , Haoyang Ma , Zhenyang Xu , Shing-Chi Cheung , Chengnian Sun

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…

Software Engineering · Computer Science 2016-12-20 Farid Feyzi , Esmaeel Nikravan , Saeed Parsa

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

Software Engineering · Computer Science 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

In today's digital landscape, the importance of timely and accurate vulnerability detection has significantly increased. This paper presents a novel approach that leverages transformer-based models and machine learning techniques to…

Software Engineering · Computer Science 2025-01-10 Daniele Cipollone , Changjie Wang , Mariano Scazzariello , Simone Ferlin , Maliheh Izadi , Dejan Kostic , Marco Chiesa
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