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LLM watermarks stand out as a promising way to attribute ownership of LLM-generated text. One threat to watermark credibility comes from spoofing attacks, where an unauthorized third party forges the watermark, enabling it to falsely…

Cryptography and Security · Computer Science 2025-05-23 Thibaud Gloaguen , Nikola Jovanović , Robin Staab , Martin Vechev

Program semantics learning is the core and fundamental for various code intelligent tasks e.g., vulnerability detection, clone detection. A considerable amount of existing works propose diverse approaches to learn the program semantics for…

Software Engineering · Computer Science 2022-03-23 Jing Kai Siow , Shangqing Liu , Xiaofei Xie , Guozhu Meng , Yang Liu

Clone-and-own approach is a natural way of source code reuse for software developers. To assess how known bugs and security vulnerabilities of a cloned component affect an application, developers and security analysts need to identify an…

Software Engineering · Computer Science 2017-04-28 Takashi Ishio , Yusuke Sakaguchi , Kaoru Ito , Katsuro Inoue

The article gives an overview of the plagiarism domain, with focus on academic plagiarism. The article defines plagiarism, explains the origin of the term, as well as plagiarism related terms. It identifies the extent of the plagiarism…

Machine Learning · Computer Science 2021-05-26 Tedo Vrbanec , Ana Mestrovic

Software systems are getting more complex as the system grows where maintaining such system is a primary concern for the industry. Code clone is one of the factors making software maintenance more difficult. It is a process of replicating…

Software Engineering · Computer Science 2012-05-28 Md. Monzur Morshed , Md. Arifur Rahman , Salah Uddin Ahmed

As large language models (LLMs) are increasingly adopted for code vulnerability detection, their reliability and robustness across diverse vulnerability types have become a pressing concern. In traditional adversarial settings, code…

Cryptography and Security · Computer Science 2025-12-19 Xiao Li , Yue Li , Hao Wu , Yue Zhang , Yechao Zhang , Fengyuan Xu , Sheng Zhong

In recent years, code security has become increasingly important, especially with the rise of interconnected technologies. Detecting vulnerabilities early in the software development process has demonstrated numerous benefits. Consequently,…

Software Engineering · Computer Science 2024-07-22 José Gonçalves , Tiago Dias , Eva Maia , Isabel Praça

Software vulnerabilities are major risks to software systems. Recently, researchers have proposed many deep learning approaches to detect software vulnerabilities. However, their accuracy is limited in practice. One of the main causes is…

Software Engineering · Computer Science 2025-11-13 Zeru Cheng , Yanjing Yang , He Zhang , Lanxin Yang , Jinghao Hu , Jinwei Xu , Bohan Liu , Haifeng Shen

Web applications continue to be a favorite target for hackers due to a combination of wide adoption and rapid deployment cycles, which often lead to the introduction of high impact vulnerabilities. Static analysis tools are important to…

Cryptography and Security · Computer Science 2022-01-19 Ibéria Medeiros , Nuno Neves , Miguel Correia

Reading code is an essential activity in software maintenance and evolution. Several studies with human subjects have investigated how different factors, such as the employed programming constructs and naming conventions, can impact code…

Software Engineering · Computer Science 2021-10-05 Delano Oliveira , Reydne Bruno , Fernanda Madeiral , Fernando Castor

We introduce Bin2Vec, a new framework that helps compare software programs in a clear and explainable way. Instead of focusing only on one type of information, Bin2Vec combines what a program looks like (its built-in functions, imports, and…

Software Engineering · Computer Science 2025-12-03 Moussa Moussaoui , Tarik Houichime , Abdelalim Sadiq

Program similarity has become an increasingly popular area of research with various security applications such as plagiarism detection, author identification, and malware analysis. However, program similarity research faces a few unique…

Cryptography and Security · Computer Science 2024-05-07 Alexander Interrante-Grant , Michael Wang , Lisa Baer , Ryan Whelan , Tim Leek

Knowledge-based systems reason over some knowledge base. Hence, an important issue for such systems is how to acquire the knowledge needed for their inference. This paper assesses active learning methods for acquiring knowledge for "static…

Software Engineering · Computer Science 2020-10-23 Xueqi Yang , Zhe Yu , Junjie Wang , Tim Menzies

In this paper we promote introducing software verification and control flow graph similarity measurement in automated evaluation of students' programs. We present a new grading framework that merges results obtained by combination of these…

Artificial Intelligence · Computer Science 2012-07-02 Milena Vujosevic-Janicic , Mladen Nikolic , Dusan Tosic , Viktor Kuncak

Source code authorship attribution is an important problem often encountered in applications such as software forensics, bug fixing, and software quality analysis. Recent studies show that current source code authorship attribution methods…

Cryptography and Security · Computer Science 2022-02-15 Zhen Li , Guenevere , Chen , Chen Chen , Yayi Zou , Shouhuai Xu

When a bug manifests in a user-facing application, it is likely to be exposed through the graphical user interface (GUI). Given the importance of visual information to the process of identifying and understanding such bugs, users are…

Software Engineering · Computer Science 2021-02-08 Nathan Cooper , Carlos Bernal-Cárdenas , Oscar Chaparro , Kevin Moran , Denys Poshyvanyk

Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that…

Software Engineering · Computer Science 2026-01-28 Xintong Zhou , Zhenyang Xu , Yongqiang Tian , Chengnian Sun

Binary code similarity detection is to detect the similarity of code at binary (assembly) level without source code. Existing works have their limitations when dealing with mutated binary code generated by different compiling options. In…

Cryptography and Security · Computer Science 2023-08-08 Zian Liu

Third-party libraries (TPLs) have become a significant part of the Android ecosystem. Developers can employ various TPLs to facilitate their app development. Unfortunately, the popularity of TPLs also brings new security issues. For…

Software Engineering · Computer Science 2021-08-05 Xian Zhan , Tianming Liu , Yepang Liu , Yang Liu , Li Li , Haoyu Wang , Xiapu Luo

Producing code of good quality is an essential skill in software development. Code quality is an aspect of software quality that concerns the directly observable properties of code, such as decomposition, modularization, and code flow. Code…

Software Engineering · Computer Science 2024-11-06 Eduardo Carneiro Oliveira , Hieke Keuning , Johan Jeuring