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Semantic clones are program components with similar behavior, but different textual representation. Semantic similarity is hard to detect, and semantic clone detection is still an open issue. We present semantic clone detection via…

Software Engineering · Computer Science 2020-01-22 Hannes Thaller , Lukas Linsbauer , Alexander Egyed

The increasing adoption of AI-generated code has reshaped modern software development, introducing syntactic and semantic variations in cloned code. Unlike traditional human-written clones, AI-generated clones exhibit systematic syntactic…

Software Engineering · Computer Science 2025-10-01 Ajmain Inqiad Alam , Palash Roy , Farouq Al-omari , Chanchal Roy , Banani Roy , Kevin Schneider

Detecting code clones is crucial in various software engineering tasks. In particular, code clone detection can have significant uses in the context of analyzing and fixing bugs in large scale applications. However, prior works, such as…

Software Engineering · Computer Science 2020-09-23 Hongfa Xue , Yongsheng Mei , Kailash Gogineni , Guru Venkataramani , Tian Lan

Code cloning negatively affects industrial software and threatens intellectual property. This paper presents a novel approach to detecting cloned software by using a bijective matching technique. The proposed approach focuses on increasing…

Software Engineering · Computer Science 2014-08-14 Hosam AlHakami , Feng Chen , Helge Janicke

Source code clones are categorized into four types of increasing difficulty of detection, ranging from purely textual (Type-1) to purely semantic (Type-4). Most clone detectors reported in the literature work well up to Type-3, which…

Software Engineering · Computer Science 2019-01-15 Vaibhav Saini , Farima Farmahinifarahani , Yadong Lu , Pierre Baldi , Cristina Lopes

Semantic code clone detection is the task of detecting whether two snippets of code implement the same functionality (e.g., Sort Array). Recently, many neural models achieved near-perfect performance on this task. These models seek to make…

Software Engineering · Computer Science 2025-12-02 Konstantinos Kitsios , Francesco Sovrano , Earl T. Barr , Alberto Bacchelli

Large Language Models (LLMs) have demonstrated remarkable success in various natural language processing and software engineering tasks, such as code generation. The LLMs are mainly utilized in the prompt-based zero/few-shot paradigm to…

Software Engineering · Computer Science 2024-01-31 Mohamad Khajezade , Jie JW Wu , Fatemeh Hendijani Fard , Gema Rodríguez-Pérez , Mohamed Sami Shehata

Large language models (LLMs) have demonstrated remarkable capabilities in various software engineering tasks, such as code generation and debugging, because of their ability to translate between programming languages and natural languages.…

Software Engineering · Computer Science 2025-11-04 Wenqing Zhu , Norihiro Yoshida , Eunjong Choi , Yutaka Matsubara , Hiroaki Takada

Semantic change detection (SCD) extends the binary change detection task to provide not only the change locations but also the detailed "from-to" categories in multi-temporal remote sensing data. Such detailed semantic insights into changes…

Computer Vision and Pattern Recognition · Computer Science 2025-07-16 Zhengyi Xu , Haoran Wu , Wen Jiang , Jie Geng

Deep Learning (DL) models to analyze source code have shown immense promise during the past few years. More recently, self-supervised pre-training has gained traction for learning generic code representations valuable for many downstream SE…

Software Engineering · Computer Science 2023-06-07 Yangruibo Ding , Saikat Chakraborty , Luca Buratti , Saurabh Pujar , Alessandro Morari , Gail Kaiser , Baishakhi Ray

With the emergence of Machine Learning, there has been a surge in leveraging its capabilities for problem-solving across various domains. In the code clone realm, the identification of type-4 or semantic clones has emerged as a crucial yet…

Software Engineering · Computer Science 2023-09-04 Ajmain Inqiad Alam , Palash Ranjan Roy , Farouq Al-omari , Chanchal Kumar Roy , Banani Roy , Kevin Schneider

When many clones are detected in software programs, not all clones are equally important to developers. To help developers refactor code and improve software quality, various tools were built to recommend clone-removal refactorings based on…

Software Engineering · Computer Science 2018-07-31 Ruru Yue , Zhe Gao , Na Meng , Yingfei Xiong , Xiaoyin Wang , J. David Morgenthaler

The issue of clone code has persisted in software engineering, primarily because developers often copy and paste code segments. This common practice has elevated the importance of clone code detection, garnering attention from both software…

Software Engineering · Computer Science 2025-05-12 QiHong Chen , Lianghao Jiang , Iftekhar Ahmed

Assessing similarity in source code has gained significant attention in recent years due to its importance in software engineering tasks such as clone detection and code search and recommendation. This work presents a comparative analysis…

Software Engineering · Computer Science 2024-08-13 Jorge Martinez-Gil

Code clone detection is a critical task in software engineering, aimed at identifying duplicated or similar code fragments within or across software systems. Traditional methods often fail to capture functional equivalence, particularly for…

Software Engineering · Computer Science 2025-08-05 Yunhao Liang , Ruixuan Ying , Takuya Taniguchi , Guwen Lyu , Zhe Cui

Code clone detection is about finding out similar code fragments, which has drawn much attention in software engineering since it is important for software maintenance and evolution. Researchers have proposed many techniques and tools for…

Software Engineering · Computer Science 2023-11-21 Junjie Shan , Shihan Dou , Yueming Wu , Hairu Wu , Yang Liu

Investigating the code fragments of code clones detected by code clone detection tools is a time-consuming task, especially when a large number of reference source files are available. This paper proposes (i) a method for clustering a clone…

Software Engineering · Computer Science 2021-10-05 Daisuke Nishioka , Toshihiro Kamiya

Mining complex data in the form of networks is of increasing interest in many scientific disciplines. Network communities correspond to densely connected subnetworks, and often represent key functional parts of real-world systems. In this…

Social and Information Networks · Computer Science 2020-10-30 Blaž Škrlj , Jan Kralj , Nada Lavrač

To detect large-variance code clones (i.e. clones with relatively more differences) in large-scale code repositories is difficult because most current tools can only detect almost identical or very similar clones. It will make promotion and…

Software Engineering · Computer Science 2019-09-11 Ming Wu , Pengcheng Wang , Kangqi Yin , Haoyu Cheng , Yun Xu , Chanchal K. Roy

The application of code clone technology accelerates code search, improves code reuse efficiency, and assists in software quality assessment and code vulnerability detection. However, the application of code clones also introduces software…

Software Engineering · Computer Science 2022-02-18 Xunhui Zhang , Tao Wang , Yue Yu , Yanzhi Zhang , Yan Zhong , Huaimin Wang