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As data are generated more and more from multiple disparate sources, multiview data sets, where each sample has features in distinct views, have ballooned in recent years. However, no comprehensive package exists that enables…

Large Language Models(LLMs) have been actively integrated into modern software systems as critical components. LLM-in-the-loop vulnerabilities, where vulnerabilities are introduced by LLMs and their dependent downstream components, such as…

Software Engineering · Computer Science 2026-05-29 Yujie Ma , Jialin Rong , Chenxi Yang , Lili Quan , Xiaofei Xie , Yongqiang Lyu , Qiang Hu

Software ecosystems built around programming languages have greatly facilitated software development. At the same time, their security has increasingly been acknowledged as a problem. To this end, the paper examines the previously…

Cryptography and Security · Computer Science 2025-08-29 Jukka Ruohonen , Mubashrah Saddiqa

Automated vulnerability detection tools are widely used to identify security vulnerabilities in software dependencies. However, the evaluation of such tools remains challenging due to the heterogeneous structure of vulnerability data…

Software Engineering · Computer Science 2026-04-24 Peter Mandl , Paul Mandl , Martin Häusl , Maximilian Auch

We introduce PyPulse, a Python package for imputation of biosignals in both clinical and wearable sensor settings. Missingness is commonplace in these settings and can arise from multiple causes, such as insecure sensor attachment or data…

Machine Learning · Computer Science 2024-12-10 Kevin Gao , Maxwell A. Xu , James M. Rehg , Alexander Moreno

Most vulnerability detection studies focus on datasets of vulnerabilities in C/C++ code, offering limited language diversity. Thus, the effectiveness of deep learning methods, including large language models (LLMs), in detecting software…

Software Engineering · Computer Science 2026-02-18 Kohei Dozono , Tiago Espinha Gasiba , Andrea Stocco

Call graphs play an important role in different contexts, such as profiling and vulnerability propagation analysis. Generating call graphs in an efficient manner can be a challenging task when it comes to high-level languages that are…

Programming Languages · Computer Science 2021-03-02 Vitalis Salis , Thodoris Sotiropoulos , Panos Louridas , Diomidis Spinellis , Dimitris Mitropoulos

The increasing amount of available data, computing power, and the constant pursuit for higher performance results in the growing complexity of predictive models. Their black-box nature leads to opaqueness debt phenomenon inflicting…

Machine Learning · Computer Science 2021-10-12 Hubert Baniecki , Wojciech Kretowicz , Piotr Piatyszek , Jakub Wisniewski , Przemyslaw Biecek

Python third-party libraries (TPLs) are essential in modern software development, but upgrades often cause compatibility issues, leading to system failures. These issues fall into two categories: version compatibility issues (VCIs) and code…

Software Engineering · Computer Science 2026-03-31 Huashan Lei , Guanping Xiao , Yepang Liu , Zheng Zheng

Python is a widely adopted programming language, valued for its simplicity and flexibility. However, its dynamic type system poses significant challenges for automated refactoring - an essential practice in software evolution aimed at…

Software Engineering · Computer Science 2025-11-20 Jonhnanthan Oliveira , Rohit Gheyi , Márcio Ribeiro , Alessandro Garcia

Background: Digital Image Correlation (DIC) is a widely used full-field measurement technique, but both open-source and commercial packages often have limitations such as operating-system restrictions, lack of support for deployment on…

Image and Video Processing · Electrical Eng. & Systems 2026-02-02 Joel Hirst , Lorna Sibson , Adel Tayeb , Ben Poole , Megan Sampson , Wiera Bielajewa , Michael Atkinson , Alex Marsh , Rory Spencer , Rob Hamill , Cory Hamelin , Allan Harte , Lloyd Fletcher

Recently, Automated Vulnerability Localization (AVL) has attracted growing attention, aiming to facilitate diagnosis by pinpointing the specific lines of code responsible for vulnerabilities. Large Language Models (LLMs) have shown…

Software Engineering · Computer Science 2025-12-29 Jian Zhang , Chong Wang , Anran Li , Weisong Sun , Cen Zhang , Wei Ma , Yang Liu

The utilization of third-party open-source libraries is widespread in modern software development. Due to the dependency relationships, vulnerabilities within open-source libraries pose significant security threats to downstream software.…

Software Engineering · Computer Science 2026-05-07 Liyou Chen , Hailong Sun , Xiang Gao , Lin Shi , Yixin Yang , Yi Xu

Many tools and libraries are readily available to build and operate distributed Web applications. While the setup of operational environments is comparatively easy, practice shows that their continuous secure operation is more difficult to…

Cryptography and Security · Computer Science 2012-07-13 Matteo Maria Casalino , Michele Mangili , Henrik Plate , Serena Elisa Ponta

Openly sharing data with sensitive attributes and privacy restrictions is a challenging task. In this document we present the implementation of pyCANON, a Python library and command line interface (CLI) to check and assess the level of…

Cryptography and Security · Computer Science 2023-05-15 Judith Sáinz-Pardo Díaz , Álvaro López García

Python's dynamic nature complicates testing and increases the possibility that some defects evade detection, so an effective fault prediction becomes essential. We examine whether post-release faults can be predicted using modern ML and DL.…

Software Engineering · Computer Science 2026-04-30 Giuseppe De Rosa , Pietro Liguori

Large language models (LLMs) have achieved remarkable progress in code understanding tasks. However, they demonstrate limited performance in vulnerability detection and struggle to distinguish vulnerable code from patched code. We argue…

Software Engineering · Computer Science 2026-03-31 Hao Zhu , Jia Li , Cuiyun Gao , Jiaru Qian , Yihong Dong , Huanyu Liu , Lecheng Wang , Ziliang Wang , Xiaolong Hu , Ge Li

The rapid advancement of large language models (LLMs) such as GPT-4 has revolutionized the landscape of software engineering, positioning these models at the core of modern development practices. As we anticipate these models to evolve into…

Software Engineering · Computer Science 2025-06-16 Jianian Gong , Nachuan Duan , Ziheng Tao , Zhaohui Gong , Yuan Yuan , Minlie Huang

Existing benchmarks for evaluating the security risks and capabilities (e.g., vulnerability detection) of code-generating large language models (LLMs) face several key limitations: (1) limited coverage of risk and capabilities; (2) reliance…

Cryptography and Security · Computer Science 2025-09-22 Yuzhou Nie , Zhun Wang , Yu Yang , Ruizhe Jiang , Yuheng Tang , Xander Davies , Yarin Gal , Bo Li , Wenbo Guo , Dawn Song

The field of DevOps security education necessitates innovative approaches to effectively address the ever-evolving challenges of cybersecurity. In adopting a student-centered ap-proach, there is the need for the design and development of a…

Cryptography and Security · Computer Science 2024-04-05 Mst Shapna Akter , Juanjose Rodriguez-Cardenas , Md Mostafizur Rahman , Hossain Shahriar , Akond Rahman , Fan Wu
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