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Embeddings, low-dimensional vector representation of objects, are fundamental in building modern machine learning systems. In industrial settings, there is usually an embedding team that trains an embedding model to solve intended tasks…

Machine Learning · Statistics 2022-06-08 Weihua Hu , Rajas Bansal , Kaidi Cao , Nikhil Rao , Karthik Subbian , Jure Leskovec

The software industry is experiencing a surge in the adoption of Continuous Integration (CI) practices, both in commercial and open-source environments. CI practices facilitate the seamless integration of code changes by employing automated…

Software Engineering · Computer Science 2024-05-17 Hajer Mhalla , Mohamed Aymen Saied

Software documentation often struggles to catch up with the pace of software evolution. The lack of correct, complete, and up-to-date documentation results in an increasing number of documentation defects which could introduce delays in…

Software Engineering · Computer Science 2024-02-20 Lakmal Silva , Michael Unterkalmsteiner , Krzysztof Wnuk

Practical applications of quantum computing depend on fault-tolerant devices with error correction. Today, the most promising approach is a class of error-correcting codes called surface codes. We study the problem of compiling quantum…

Quantum Physics · Physics 2025-04-29 Abtin Molavi , Amanda Xu , Swamit Tannu , Aws Albarghouthi

Compilation errors pose pervasive and critical challenges in software development, significantly hindering productivity. Therefore, Automated Compilation Error Repair (ACER) techniques are proposed to mitigate these issues. Despite recent…

Software Engineering · Computer Science 2026-03-31 Jia Li , Zeyang Zhuang , Zhuangbin Chen , Yuxin Su , Wei Meng , Michael R. Lyu

Context: Continuous integration (CI) is a software engineering technique that proclaims a set of frequent activities to assure the health of the software product. Researchers and practitioners mention several benefits related to CI.…

Software Engineering · Computer Science 2022-01-11 Eliezio Soares , Gustavo Sizilio , Jadson Santos , Daniel Alencar , Uira Kulesza

Content composition vulnerabilities remain among the most prevalent and persistent classes of security weakness in deployed software. Prior mitigations, including developer training, static analysis tools, and domain-specific template…

Programming Languages · Computer Science 2026-05-19 Mike Samuel , Tom Palmer , Shaw Summa , Robert Grayson

Debugging is considered as a rigorous but important feature of software engineering process. Since more than a decade, the software engineering research community is exploring different techniques for removal of faults from programs but it…

Software Engineering · Computer Science 2018-03-13 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H. Miraz

The size and complexity of software applications is increasing at an accelerating pace. Source code repositories (along with their dependencies) require vast amounts of labor to keep them tested, maintained, and up to date. As the…

Software Engineering · Computer Science 2024-06-14 Ivan R. Ivanov , Joachim Meyer , Aiden Grossman , William S. Moses , Johannes Doerfert

Testing compilers with AI models, especially large language models (LLMs), has shown great promise. However, current approaches struggle with two key problems: The generated programs for testing compilers are often too simple, and extensive…

Software Engineering · Computer Science 2025-08-27 Yunbo Ni , Shaohua Li

Automated compilation error repair, the problem of suggesting fixes to buggy programs that fail to compile, has generated significant interest in recent years. Apart from being a tool of general convenience, automated code repair has…

Software Engineering · Computer Science 2020-05-29 Darshak Chhatbar , Umair Z. Ahmed , Purushottam Kar

Fault localization is a fundamental aspect of debugging, aiming to identify code regions likely responsible for failures. Traditional techniques primarily correlate statement execution with failures, yet program behavior is influenced by…

Software Engineering · Computer Science 2025-02-27 Marius Smytzek , Martin Eberlein , Lars Grunske , Andreas Zeller

Numerical software, common in scientific computing or embedded systems, inevitably uses an approximation of the real arithmetic in which most algorithms are designed. In many domains, roundoff errors are not the only source of inaccuracy…

Programming Languages · Computer Science 2016-03-14 Eva Darulova , Viktor Kuncak

Binary code similarity detection is a core task in reverse engineering. It supports malware analysis and vulnerability discovery by identifying semantically similar code in different contexts. Modern methods have progressed from manually…

Artificial Intelligence · Computer Science 2025-09-30 Charles E. Gagnon , Steven H. H. Ding , Philippe Charland , Benjamin C. M. Fung

The problem of software fault localization may be viewed as an approach for finding hidden faults or bugs in the existing program codes which are syntactically correct and give fault free output for some input instances but fail for all…

Software Engineering · Computer Science 2016-05-09 Vangipuram Radhakrishna

According to a recent survey with more than 4000 software developers, less than half of developers can spot security holes. As a result, software products present a low-security quality expressed by vulnerabilities that can be exploited by…

Software Engineering · Computer Science 2021-01-07 Tiago Espinha Gasiba , Ulrike Lechner , Maria Pinto-Albuquerque , Alae Zouitni

Continuous Integration (CI) build failures could significantly impact the software development process and teams, such as delaying the release of new features and reducing developers' productivity. In this work, we report on an empirical…

Software Engineering · Computer Science 2024-05-15 Yang Hong , Chakkrit Tantithamthavorn , Jirat Pasuksmit , Patanamon Thongtanunam , Arik Friedman , Xing Zhao , Anton Krasikov

Measuring and evaluating source code similarity is a fundamental software engineering activity that embraces a broad range of applications, including but not limited to code recommendation, duplicate code, plagiarism, malware, and smell…

Software Engineering · Computer Science 2023-06-29 Morteza Zakeri-Nasrabadi , Saeed Parsa , Mohammad Ramezani , Chanchal Roy , Masoud Ekhtiarzadeh

Deep Learning (DL) has been widely adopted in diverse industrial domains, including autonomous driving, intelligent healthcare, and aided programming. Like traditional software, DL systems are also prone to faults, whose malfunctioning may…

Machine Learning · Computer Science 2026-01-01 Hanmo You , Zan Wang , Zishuo Dong , Luanqi Mo , Jianjun Zhao , Junjie Chen

Even with impressive advances in automated formal methods, certain problems in system verification and synthesis remain challenging. Examples include the verification of quantitative properties of software involving constraints on timing…

Logic in Computer Science · Computer Science 2015-03-19 Sanjit A. Seshia