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Open-source code is pervasive. In this setting, embedded vulnerabilities are spreading to downstream software at an alarming rate. While such vulnerabilities are generally identified and addressed rapidly, inconsistent maintenance policies…

Cryptography and Security · Computer Science 2024-11-27 Xunzhu Tang , Zhenghan Chen , Kisub Kim , Haoye Tian , Saad Ezzini , Jacques Klein

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

Managing technical debt (TD) is essential for maintaining long-term software projects. Nonetheless, the time and cost involved in technical debt management (TDM) are often high, which may lead practitioners to omit TDM tasks. The adoption…

Software Engineering · Computer Science 2025-02-06 João Paulo Biazotto , Daniel Feitosa , Paris Avgeriou , Elisa Yumi Nakagawa

Automated Program Repair (APR) helps improve the efficiency of software development and maintenance. Recent APR techniques use deep learning, particularly the encoder-decoder architecture, to generate patches. Though existing DL-based APR…

Software Engineering · Computer Science 2022-03-25 Qihao Zhu , Zeyu Sun , Yuan-an Xiao , Wenjie Zhang , Kang Yuan , Yingfei Xiong , Lu Zhang

Cross-Project Defect Prediction (CPDP), which borrows data from similar projects by combining a transfer learner with a classifier, have emerged as a promising way to predict software defects when the available data about the target project…

Software Engineering · Computer Science 2020-09-01 Ke Li , Zilin Xiang , Tao Chen , Kay Chen Tan

Commit messages are the atomic level of software documentation. They provide a natural language description of the code change and its purpose. Messages are critical for software maintenance and program comprehension. Unlike documenting…

Software Engineering · Computer Science 2021-12-06 Eman Abdullah AlOmar , Jiaqian Liu , Kenneth Addo , Mohamed Wiem Mkaouer , Christian Newman , Ali Ouni , Zhe Yu

Automatic Prompt Optimization (APO) is a powerful approach for extracting performance from large language models without modifying their weights. Many existing methods rely on trial-and-error, testing different prompts or in-context…

Artificial Intelligence · Computer Science 2026-02-03 Mayank Singh , Vikas Yadav , Eduardo Blanco

Current collaborative perception methods often rely on fully annotated datasets, which can be expensive to obtain in practical situations. To reduce annotation costs, some works adopt sparsely supervised learning techniques and generate…

Computer Vision and Pattern Recognition · Computer Science 2025-03-19 Yushan Han , Hui Zhang , Honglei Zhang , Jing Wang , Yidong Li

Context: Contemporary code review tools are a popular choice for software quality assurance. Using these tools, reviewers are able to post a linkage between two patches during a review discussion. Large development teams that use a…

Software Engineering · Computer Science 2021-06-07 Dong Wang , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Type annotations in Python enhance maintainability and error detection. However, generating these annotations manually is error prone and requires extra effort. Traditional automation approaches like static analysis, machine learning, and…

Programming Languages · Computer Science 2025-08-04 Varun Bharti , Shashwat Jha , Dhruv Kumar , Pankaj Jalote

The rapid expansion of web content has made on-device AI assistants indispensable for helping users manage the increasing complexity of online tasks. The emergent reasoning ability in large language models offer a promising path for…

Computation and Language · Computer Science 2025-02-10 Chenyang Shao , Xinyuan Hu , Yutang Lin , Fengli Xu

Recently, tampered text detection has attracted increasing attention due to its essential role in information security. Although existing methods can detect the tampered text region, the interpretation of such detection remains unclear,…

Computer Vision and Pattern Recognition · Computer Science 2025-01-16 Chenfan Qu , Jian Liu , Haoxing Chen , Baihan Yu , Jingjing Liu , Weiqiang Wang , Lianwen Jin

Modularity plays a crucial role in the development and maintenance of complex systems. While end-to-end text spotting efficiently mitigates the issues of error accumulation and sub-optimal performance seen in traditional two-step…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Mingxin Huang , Hongliang Li , Yuliang Liu , Xiang Bai , Lianwen Jin

Context: Technical debt (TD) is a widely studied metaphor that helps to explain how sub-optimal decisions that can harm software maintainability over time. Although incurring TD is not intrinsically bad, tracking and managing TD are crucial…

Software Engineering · Computer Science 2026-05-29 João Paulo Biazotto , Daniel Feitosa , Paris Avgeriou , Elisa Yumi Nakagawa

Search components in e-commerce apps, often complex AI-based systems, are prone to bugs that can lead to missed recalls - situations where items that should be listed in search results aren't. This can frustrate shop owners and harm the…

Software Engineering · Computer Science 2024-07-01 Shengnan Wu , Yongxiang Hu , Yingchuan Wang , Jiazhen Gu , Jin Meng , Liujie Fan , Zhongshi Luan , Xin Wang , Yangfan Zhou

Self-Admitted Technical Debt (SATD) refers to instances where developers knowingly introduce suboptimal solutions into code and document them, often through textual artifacts. This paper provides a comprehensive state-of-practice report on…

Software Engineering · Computer Science 2025-03-20 Edi Sutoyo , Andrea Capiluppi

Patching is a common activity in software development. It is generally performed on a source code base to address bugs or add new functionalities. In this context, given the recurrence of bugs across projects, the associated similar patches…

Software Engineering · Computer Science 2023-05-05 Anil Koyuncu , Kui Liu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Martin Monperrus , Yves Le Traon

Data-driven defect prediction has become increasingly important in software engineering process. Since it is not uncommon that data from a software project is insufficient for training a reliable defect prediction model, transfer learning…

Neural and Evolutionary Computing · Computer Science 2020-02-11 Ke Li , Zilin Xiang , Tao Chen , Shuo Wang , Kay Chen Tan

Providing feedback on programming assignments is a tedious task for the instructor, and even impossible in large Massive Open Online Courses with thousands of students. Previous research has suggested that program repair techniques can be…

Programming Languages · Computer Science 2018-06-21 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Natural language elements, e.g., todo comments, are frequently used to communicate among the developers and to describe tasks that need to be performed (actions) when specific conditions hold in the code repository (triggers). As projects…

Software Engineering · Computer Science 2018-08-07 Pengyu Nie , Rishabh Rai , Junyi Jessy Li , Sarfraz Khurshid , Raymond J. Mooney , Milos Gligoric
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