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Context: Container orchestration tools supporting infrastructure-as-code allow new forms of collaboration between developers and operatives. Still, their text-based nature permits naive mistakes and is more difficult to read as complexity…

Software Engineering · Computer Science 2022-07-20 Bruno Piedade , João Pedro Dias , Filipe F. Correia

Automated program repair (APR) struggles to scale from isolated functions to full repositories, as it demands a global, task-aware understanding to locate necessary changes. Current methods, limited by context and reliant on shallow…

Software Engineering · Computer Science 2026-03-03 Zhongqiang Pan , Chuanyi Li , Wenkang Zhong , Yi Feng , Bin Luo , Vincent Ng

Command-line tools are confusing and hard to use for novice programmers due to their cryptic error messages and lack of documentation. Novice users often resort to online help-forums for finding corrections to their buggy commands, but have…

Programming Languages · Computer Science 2016-08-31 Loris D'Antoni , Rishabh Singh , Michael Vaughn

Reliable Docker-based environment construction is a dominant bottleneck for scaling execution-grounded training and evaluation of software engineering agents. We introduce DockSmith, a specialized agentic Docker builder designed to address…

Artificial Intelligence · Computer Science 2026-04-29 Jiaran Zhang , Luck Ma , Fanqi Wan , Di Qi , Xu Zhao , Jieyi Hou , Zhe Xie , Mengqiang Ren , Xin Wu , Zhewei Huang , Liangyu Chen , Qi Han , Xiangyu Zhang

Packaging software into containers is becoming a common practice when deploying services in cloud and other environments. Docker images are one of the most popular container technologies for building and deploying containers. A container…

Software Engineering · Computer Science 2019-02-27 Ahmed Zerouali , Tom Mens , Gregorio Robles , Jesus Gonzalez-Barahona

Scratch is the most popular programming environment for novices, with over 1.15 billion projects created worldwide. Unlike traditional languages, correctness in Scratch is defined by visible behavior on the stage rather than by code…

Software Engineering · Computer Science 2026-04-01 Yuan Si , Ming Wang , Daming Li , Hanyuan Shi , Jialu Zhang

Comments within source code are essential for developers to comprehend the code's purpose and ensure its correct usage. However, as codebases evolve, maintaining an accurate alignment between the comments and the code becomes increasingly…

Software Engineering · Computer Science 2024-02-06 Anh T. V. Dau , Jin L. C. Guo , Nghi D. Q. Bui

This paper presents a novel Cyber-Hardware-in-the-Loop (Cyber-HIL) platform for assessing control operation in ship cyber-physical systems. The proposed platform employs cutting-edge technologies, including Docker containers, real-time…

Systems and Control · Electrical Eng. & Systems 2024-03-25 Linh Vu , Lam Nguyen , Mahmoud Abdelaal , Tuyen Vu , Osama Mohammed

Analyzing unstructured data has been a persistent challenge in data processing. Large Language Models (LLMs) have shown promise in this regard, leading to recent proposals for declarative frameworks for LLM-powered processing of…

Databases · Computer Science 2025-04-03 Shreya Shankar , Tristan Chambers , Tarak Shah , Aditya G. Parameswaran , Eugene Wu

The pursuit of scientific knowledge strongly depends on the ability to reproduce and validate research results. It is a well-known fact that the scientific community faces challenges related to transparency, reliability, and the…

Digital Libraries · Computer Science 2023-08-29 Michael Canesche , Roland Leissa , Fernando Magno Quintão Pereira

Containerization is the mainstream of current software development, which enables software to be used across platforms without additional configuration of running environment. However, many images created by developers are redundant and…

Software Engineering · Computer Science 2025-01-08 Jiaxuan Han , Cheng Huang , Jiayong Liu , Tianwei Zhang

Source code repositories allow developers to manage multiple versions (or branches) of a software system. Pull-requests are used to modify a branch, and backporting is a regular activity used to port changes from a current development…

Software Engineering · Computer Science 2022-04-11 Debasish Chakroborti , Kevin A. Schneider , Chanchal K. Roy

Procedures are inherently hierarchical. To "make videos", one may need to "purchase a camera", which in turn may require one to "set a budget". While such hierarchical knowledge is critical for reasoning about complex procedures, most…

Computation and Language · Computer Science 2022-03-18 Shuyan Zhou , Li Zhang , Yue Yang , Qing Lyu , Pengcheng Yin , Chris Callison-Burch , Graham Neubig

One of the central tasks in software maintenance is being able to understand and develop code changes. Thus, given a natural language description of the desired new operation of a function, an agent (human or AI) might be asked to generate…

Software Engineering · Computer Science 2025-02-05 Kunal Pai , Premkumar Devanbu , Toufique Ahmed

Recent agentic workflows automate professional document generation but focus narrowly on textual quality, overlooking structural and stylistic professionalism, which is equally critical for readability. This gap stems mainly from a lack of…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Junpeng Liu , Yuzhong Zhao , Bowen Cao , Jiayu Ding , Yilin Jia , Tengchao Lv , Yupan Huang , Wenshan Wu , Shaohan Huang , Nan Yang , Li Dong , Lei Cui , Tao Ge , Xun Wang , Huitian Jiao , Sun Mao , FNU Kartik , Si-Qing Chen , Wai Lam , Furu Wei

Structured code comments in docstring format are essential for code comprehension and maintenance, but existing machine learning models for their generation perform poorly for Russian compared to English. To bridge this gap, we present…

Computation and Language · Computer Science 2025-05-19 Maria Dziuba , Valentin Malykh

A "partial ordering" is a way to heuristically order a set of examples (partial orderings are a set where, for certain pairs of elements, one precedes the other). While these orderings may only be approximate, they can be useful for guiding…

Software Engineering · Computer Science 2024-07-16 Andre Lustosa , Tim Menzies

The most natural method for evaluating program repair systems is to run them on bug datasets, such as Defects4J. Yet, using this evaluation technique on arbitrary real-world programs requires heavy configuration. In this paper, we propose a…

Software Engineering · Computer Science 2022-02-22 Khashayar Etemadi , Niloofar Tarighat , Siddharth Yadav , Matias Martinez , Martin Monperrus

As software vulnerabilities increase in both volume and complexity, vendors often struggle to repair them promptly. Automated vulnerability repair has emerged as a promising solution to reduce the burden of manual debugging and fixing…

Software Engineering · Computer Science 2024-11-28 Bo Lin , Shangwen Wang , Liqian Chen , Xiaoguang Mao

We study the problem of troubleshooting machine learning systems that rely on analytical pipelines of distinct components. Understanding and fixing errors that arise in such integrative systems is difficult as failures can occur at multiple…

Machine Learning · Computer Science 2016-11-28 Besmira Nushi , Ece Kamar , Eric Horvitz , Donald Kossmann