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Open-source ecosystems such as NPM and PyPI are increasingly targeted by supply chain attacks, yet existing detection methods either depend on fragile handcrafted rules or data-driven features that fail to capture evolving attack semantics.…

Software Engineering · Computer Science 2026-01-26 Wenbo Guo , Shiwen Song , Jiaxun Guo , Zhengzi Xu , Chengwei Liu , Haoran Ou , Mengmeng Ge , Yang Liu

Background. In modern software development, the use of external libraries and packages is increasingly prevalent, streamlining the software development process and enabling developers to deploy feature-rich systems with little coding. While…

Software Engineering · Computer Science 2024-12-09 Haya Samaana , Diego Elias Costa , Emad Shihab , Ahmad Abdellatif

Current software supply chains heavily rely on open-source packages hosted in public repositories. Given the popularity of ecosystems like npm and PyPI, malicious users started to spread malware by publishing open-source packages containing…

Cryptography and Security · Computer Science 2023-10-17 Piergiorgio Ladisa , Serena Elisa Ponta , Nicola Ronzoni , Matias Martinez , Olivier Barais

Malicious package detection has become a critical task in ensuring the security and stability of the PyPI. Existing detection approaches have focused on advancing model selection, evolving from traditional machine learning (ML) models to…

Cryptography and Security · Computer Science 2025-06-18 Xingan Gao , Xiaobing Sun , Sicong Cao , Kaifeng Huang , Di Wu , Xiaolei Liu , Xingwei Lin , Yang Xiang

The widespread adoption of open-source ecosystems enables developers to integrate third-party packages, but also exposes them to malicious packages crafted to execute harmful behavior via public repositories such as PyPI. Existing datasets…

Cryptography and Security · Computer Science 2025-12-16 Ahmed Ryan , Junaid Mansur Ifti , Md Erfan , Akond Ashfaque Ur Rahman , Md Rayhanur Rahman

PyPI provides a convenient and accessible package management platform to developers, enabling them to quickly implement specific functions and improve work efficiency. However, the rapid development of the PyPI ecosystem has led to a severe…

Software Engineering · Computer Science 2023-09-21 Wenbo Guo , Zhengzi Xu , Chengwei Liu , Cheng Huang , Yong Fang , Yang Liu

Protecting software supply chains from malicious packages is paramount in the evolving landscape of software development. Attacks on the software supply chain involve attackers injecting harmful software into commonly used packages or…

Cryptography and Security · Computer Science 2024-02-13 S. Halder , M. Bewong , A. Mahboubi , Y. Jiang , R. Islam , Z. Islam , R. Ip , E. Ahmed , G. Ramachandran , A. Babar

Malicious software packages in open-source ecosystems, such as PyPI, pose growing security risks. Unlike traditional vulnerabilities, these packages are intentionally designed to deceive users, making detection challenging due to evolving…

Software Engineering · Computer Science 2025-04-21 Motunrayo Ibiyo , Thinakone Louangdy , Phuong T. Nguyen , Claudio Di Sipio , Davide Di Ruscio

Malicious Python packages make software supply chains vulnerable by exploiting trust in open-source repositories like Python Package Index (PyPI). Lack of real-time behavioral monitoring makes metadata inspection and static code analysis…

Cryptography and Security · Computer Science 2025-03-04 Sk Tanzir Mehedi , Chadni Islam , Gowri Ramachandran , Raja Jurdak

The prevalence of malicious packages in open-source repositories, such as PyPI, poses a critical threat to the software supply chain. While Large Language Models (LLMs) have emerged as a promising tool for automated security tasks, their…

Cryptography and Security · Computer Science 2026-03-03 Ahmed Ryan , Ibrahim Khalil , Abdullah Al Jahid , Md Erfan , Sungbin Park , Akond Ashfaque Ur Rahman , Md Rayhanur Rahman

Package managers such as NPM, Maven, and PyPI play a pivotal role in open-source software (OSS) ecosystems, streamlining the distribution and management of various freely available packages. The fine-grained details within software packages…

Software Engineering · Computer Science 2024-04-18 Xiaoyan Zhou , Feiran Liang , Zhaojie Xie , Yang Lan , Wenjia Niu , Jiqiang Liu , Haining Wang , Qiang Li

The NPM ecosystem has become a primary target for software supply chain attacks, yet existing detection tools are evaluated in isolation on incompatible datasets, making cross-tool comparison unreliable. We conduct a benchmark-driven…

Software Engineering · Computer Science 2026-03-31 Wenbo Guo , Zhongwen Chen , Zhengzi Xu , Chengwei Liu , Ming Kang , Shiwen Song , Chengyue Liu , Yijia Xu , Weisong Sun , Yang Liu

Malicious code in open-source repositories such as PyPI poses a growing threat to software supply chains. Traditional rule-based tools often overlook the semantic patterns in source code that are crucial for identifying adversarial…

Software Engineering · Computer Science 2026-01-27 Muhammad Umar Zeshan , Motunrayo Ibiyo , Claudio Di Sipio , Phuong T. Nguyen , Davide Di Ruscio

Package confusion attacks such as typosquatting threaten software supply chains. Attackers make packages with names that syntactically or semantically resemble legitimate ones, tricking engineers into installing malware. While prior work…

Cryptography and Security · Computer Science 2025-08-05 Wenxin Jiang , Berk Çakar , Mikola Lysenko , James C. Davis

The rise of supply chain attacks via malicious Python packages demands robust detection solutions. Current approaches, however, overlook two critical challenges: robustness against adversarial source code transformations and adaptability to…

Cryptography and Security · Computer Science 2025-12-05 Biagio Montaruli , Luca Compagna , Serena Elisa Ponta , Davide Balzarotti

While attackers often distribute malware to victims via open-source, community-driven package repositories, these repositories do not currently run automated malware detection systems. In this work, we explore the security goals of the…

Cryptography and Security · Computer Science 2023-09-19 Duc-Ly Vu , Zachary Newman , John Speed Meyers

Open-source software (OSS) supply chain enlarges the attack surface, which makes package registries attractive targets for attacks. Recently, package registries NPM and PyPI have been flooded with malicious packages. The effectiveness of…

Cryptography and Security · Computer Science 2025-05-05 Junan Zhang , Kaifeng Huang , Yiheng Huang , Bihuan Chen , Ruisi Wang , Chong Wang , Xin Peng

The exponential growth of open-source package ecosystems, particularly NPM and PyPI, has led to an alarming increase in software supply chain poisoning attacks. Existing static analysis methods struggle with high false positive rates and…

Cryptography and Security · Computer Science 2024-09-17 Xinyi Zheng , Chen Wei , Shenao Wang , Yanjie Zhao , Peiming Gao , Yuanchao Zhang , Kailong Wang , Haoyu Wang

Modern software package registries like PyPI have become critical infrastructure for software development, but are increasingly exploited by threat actors distributing malicious packages with sophisticated multi-stage attack chains. While…

Cryptography and Security · Computer Science 2026-01-13 Takaaki Toda , Tatsuya Mori

Mobile apps bring us many conveniences, such as online shopping and communication, but some use malicious designs called dark patterns to trick users into doing things that are not in their best interest. Many works have been done to…

Human-Computer Interaction · Computer Science 2024-12-02 Jieshan Chen , Jiamou Sun , Sidong Feng , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Chunyang Chen
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