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Modern configurable systems offer customization via intricate configuration spaces, yet such flexibility introduces pervasive configuration-related issues such as misconfigurations and latent softwarebugs. Existing diagnosability supports…

软件工程 · 计算机科学 2025-09-01 Shiwen Shan , Yintong Huo , Yuxin Su , Zhining Wang , Dan Li , Zibin Zheng

Background: Modern software uses many third-party libraries and frameworks as dependencies. Known vulnerabilities in these dependencies are a potential security risk. Software composition analysis (SCA) tools, therefore, are being…

软件工程 · 计算机科学 2021-09-02 Nasif Imtiaz , Seaver Thorne , Laurie Williams

LLM-based software engineering assistants fail not only by producing incorrect outputs, but also by allocating trust to the wrong artifact when code, documentation, and tests disagree. Existing evaluations focus mainly on downstream…

软件工程 · 计算机科学 2026-04-07 Noshin Ulfat , Ahsanul Ameen Sabit , Soneya Binta Hossain

Software redesign preserves functionality while improving quality attributes, but manual reuse of code and tests is costly and error-prone, especially in crossrepository redesigns. Focusing on static analyzers where cross-repo redesign…

软件工程 · 计算机科学 2026-04-13 Xiaowen Zhang , Huaien Zhang , Shin Hwei Tan

In modern Machine Learning, model training is an iterative, experimental process that can consume enormous computation resources and developer time. To aid in that process, experienced model developers log and visualize program variables…

分布式、并行与集群计算 · 计算机科学 2020-12-03 Rolando Garcia , Eric Liu , Vikram Sreekanti , Bobby Yan , Anusha Dandamudi , Joseph E. Gonzalez , Joseph M. Hellerstein , Koushik Sen

AI systems produce large volumes of logs as they interact with tools and users. Analysing these logs can help understand model capabilities, propensities, and behaviours, or assess whether an evaluation worked as intended. Researchers have…

The capability to store data about business processes execution in so-called Event Logs has brought to the diffusion of tools for the analysis of process executions and for the assessment of the goodness of a process model. Nonetheless,…

The detection of anomalies is essential mining task for the security and reliability in computer systems. Logs are a common and major data source for anomaly detection methods in almost every computer system. They collect a range of…

机器学习 · 计算机科学 2020-08-24 Sasho Nedelkoski , Jasmin Bogatinovski , Alexander Acker , Jorge Cardoso , Odej Kao

Modern programming languages, such as Java and C#, typically provide features that handle exceptions. These features separate error-handling code from regular source code and aim to assist in the practice of software comprehension and…

软件工程 · 计算机科学 2017-08-03 Guilherme B. de Pádua , Weiyi Shang

Architecture erosion has a detrimental effect on maintenance and evolution, as the implementation deviates from the intended architecture. Detecting symptoms of erosion, particularly architectural violations, at an early stage is crucial.…

软件工程 · 计算机科学 2025-08-26 Ruiyin Li , Peng Liang , Paris Avgeriou

Classification algorithms aim to predict an unknown label (e.g., a quality class) for a new instance (e.g., a product). Therefore, training samples (instances and labels) are used to deduct classification hypotheses. Often, it is relatively…

机器学习 · 计算机科学 2019-01-30 Daniel Kottke , Jim Schellinger , Denis Huseljic , Bernhard Sick

In recent years, the application of large language models (LLMs) to code-related tasks has gained significant attention. However, existing evaluation benchmarks often focus on limited scenarios, such as code generation or completion, which…

软件工程 · 计算机科学 2024-09-17 Jia Feng , Jiachen Liu , Cuiyun Gao , Chun Yong Chong , Chaozheng Wang , Shan Gao , Xin Xia

Software engineers spend a substantial amount of time using Web search to accomplish software engineering tasks. Such search tasks include finding code snippets, API documentation, seeking help with debugging, etc. While debugging a bug or…

软件工程 · 计算机科学 2020-06-02 Foyzul Hassan , Chetan Bansal , Nachiappan Nagappan , Thomas Zimmermann , Ahmed Hassan Awadallah

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Software design debt aims to elucidate the rectification attempts of the present design flaws and studies the influence of those to the cost and time of the software. Design smells are a key cause of incurring design debt. Although the…

软件工程 · 计算机科学 2023-10-24 Asif Imran , Tevfik Kosar

Retrieval-Augmented Generation (RAG) has emerged as a critical technique for enhancing large language model (LLM) capabilities. However, practitioners face significant challenges when making RAG deployment decisions. While existing research…

软件工程 · 计算机科学 2025-07-22 Shengming Zhao , Yuchen Shao , Yuheng Huang , Jiayang Song , Zhijie Wang , Chengcheng Wan , Lei Ma

Finding the optimally performing configuration of a software system for a given setting is often challenging. Recent approaches address this challenge by learning performance models based on a sample set of configurations. However, building…

软件工程 · 计算机科学 2017-09-12 Vivek Nair , Tim Menzies , Norbert Siegmund , Sven Apel

SAP is the market leader in enterprise software offering an end-to-end suite of applications and services to enable their customers worldwide to operate their business. Especially, retail customers of SAP deal with millions of sales…

软件工程 · 计算机科学 2019-06-18 Md Saidur Rahman , Emilio Rivera , Foutse Khomh , Yann-Gaël Guéhéneuc , Bernd Lehnert

AI coding assistants increasingly generate code alongside tests. How developers structure test code, whether inline with the implementation or in separate blocks, has traditionally been a matter of testing philosophy. We investigate whether…

软件工程 · 计算机科学 2026-04-23 Éric Jacopin

Consistency is one of the keys to maintainable source code and hence a successful software project. We propose a novel method of extracting the intent of programmers from source code of a large project (~300kLOC) and checking the semantic…

软件工程 · 计算机科学 2022-03-21 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow
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