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Logging statements are essential for software debugging and maintenance. However, existing approaches to automatic logging generation rely on static analysis and produce statements in a single pass without considering runtime behavior. They…

Software Engineering · Computer Science 2026-04-01 Xin Wang , Yang Feng , Jiaoxiao Qian , Yang Zhang , Zhenhao Li , Zishuo Ding

Understanding the reasons behind past code changes is critical for many software engineering tasks, including refactoring and reviewing code, diagnosing bugs, and implementing new features. Unfortunately, locating and reconstructing this…

Software Engineering · Computer Science 2026-04-14 Mehedi Sun , Antu Saha , Nadeeshan De Silva , Antonio Mastropaolo , Oscar Chaparro

Fuzzing is a well-established technique in the software domain to uncover bugs and vulnerabilities. Yet, applications of fuzzing for security vulnerabilities in hardware systems are scarce, as principal reasons are requirements for design…

Cryptography and Security · Computer Science 2024-02-16 Maik Ender , Felix Hahn , Marc Fyrbiak , Amir Moradi , Christof Paar

Log data have facilitated various tasks of software development and maintenance, such as testing, debugging and diagnosing. Due to the unstructured nature of logs, log parsing is typically required to transform log messages into structured…

Software Engineering · Computer Science 2024-03-26 Zhihan Jiang , Jinyang Liu , Junjie Huang , Yichen Li , Yintong Huo , Jiazhen Gu , Zhuangbin Chen , Jieming Zhu , Michael R. Lyu

A crucial activity in software maintenance and evolution is the comprehension of the changes performed by developers, when they submit a pull request and/or perform a commit on the repository. Typically, code changes are represented in the…

Software Engineering · Computer Science 2025-02-26 Lei Chen , Michele Lanza , Shinpei Hayashi

Logs are an essential source of information for people to understand the running status of a software system. Due to the evolving modern software architecture and maintenance methods, more research efforts have been devoted to automated log…

Software Engineering · Computer Science 2024-04-09 Xingfang Wu , Heng Li , Foutse Khomh

Logging statements are central to debugging, failure diagnosis, and production observability, yet writing them requires developers to decide where to place a logging statement, which API and severity level to use, and what runtime…

Software Engineering · Computer Science 2026-04-21 Renyi Zhong , Yichen Li , Yulun Wu , Jinxi Kuang , Yintong Huo , Michael R. Lyu

Considerable delays often exist between the discovery of a vulnerability and the issue of a patch. One way to mitigate this window of vulnerability is to use a configuration workaround, which prevents the vulnerable code from being executed…

Cryptography and Security · Computer Science 2017-11-03 Zhen Huang , Mariana D'Angelo , Dhaval Miyani , David Lie

Logs are imperative in the development and maintenance process of many software systems. They record detailed runtime information that allows developers and support engineers to monitor their systems and dissect anomalous behaviors and…

Software Engineering · Computer Science 2019-01-07 Jieming Zhu , Shilin He , Jinyang Liu , Pinjia He , Qi Xie , Zibin Zheng , Michael R. Lyu

Nowadays, regulatory compliance has become a cornerstone of corporate governance, ensuring adherence to systematic legal frameworks. At its core, financial regulations often comprise highly intricate provisions, layered logical structures,…

Computation and Language · Computer Science 2026-01-14 Siyuan Li , Jian Chen , Rui Yao , Xuming Hu , Peilin Zhou , Weihua Qiu , Simin Zhang , Chucheng Dong , Zhiyao Li , Qipeng Xie , Zixuan Yuan

Compilers constitute the foundational root-of-trust in software supply chains; however, their immense complexity inevitably conceals critical defects. Recent research has attempted to leverage historical bugs to design new mutation…

Software Engineering · Computer Science 2026-01-28 Xingbang He , Yuanwei Chen , Hao Wu , Jikang Zhang , Zicheng Wang , Ligeng Chen , Junjie Peng , Haiyang Wei , Yi Qian , Tiantai Zhang , Linzhang Wang , Bing Mao

Robots often need to be reconfigurable$-$to customize, calibrate, or optimize robots operating in varying environments with different hardware). A particular challenge in robotics is the automated and dynamic reconfiguration to load and…

Robotics · Computer Science 2025-04-10 Sven Peldszus , Davide Brugali , Daniel Strüber , Patrizio Pelliccione , Thorsten Berger

Large language models (LLMs) have become essential tools in software development, widely used for requirements engineering, code generation and review tasks. Software engineers often rely on LLMs to assess whether system code implementation…

Software Engineering · Computer Science 2025-08-19 Haolin Jin , Huaming Chen

Model inference aims to extract accurate models from the execution logs of software systems. However, in reality, logs may contain some "noise" that could deteriorate the performance of model inference. One form of noise can commonly be…

Software Engineering · Computer Science 2020-04-17 Donghwan Shin , Domenico Bianculli , Lionel Briand

A software element defined in one place is typically used in many places. When it is changed, all its occurrences may need to be changed too, which can severely hinder software evolution. This has led to the support of encapsulation in…

Software Engineering · Computer Science 2013-12-11 Mikal Ziane , Mel Ó Cinnéide

Cloud management systems provide abstractions and APIs for programmatically configuring cloud infrastructures. Unfortunately, residual software bugs in these systems can potentially lead to high-severity failures, such as prolonged outages…

Software Engineering · Computer Science 2019-09-04 Domenico Cotroneo , Luigi De Simone , Pietro Liguori , Roberto Natella , Nematollah Bidokhti

In software engineering, the meticulous configuration of software tools is crucial in ensuring optimal performance within intricate systems. However, the complexity inherent in selecting optimal configurations is exacerbated by the…

Software Engineering · Computer Science 2023-12-12 Jai Kannan

Features in product lines and highly configurable systems can interact in ways that are contrary to developers' intent. Current methods to identify such unanticipated feature interactions are costly and inadequate. To address this problem…

Software Engineering · Computer Science 2021-04-19 Seyedehzahra Khoshmanesh , Tuba Yavuz , Robyn R. Lutz

As machine learning gains prominence in various sectors of society for automated decision-making, concerns have risen regarding potential vulnerabilities in machine learning (ML) frameworks. Nevertheless, testing these frameworks is a…

Software Engineering · Computer Science 2023-07-13 Zhao Liu , Quanchen Zou , Tian Yu , Xuan Wang , Guozhu Meng , Kai Chen , Deyue Zhang

Software development life cycle is profoundly influenced by bugs: their introduction, identification, and eventual resolution account for a significant portion of software cost. This has motivated software engineering researchers and…

Software Engineering · Computer Science 2023-03-14 Matthew Jin , Syed Shahriar , Michele Tufano , Xin Shi , Shuai Lu , Neel Sundaresan , Alexey Svyatkovskiy