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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

Maliciously prepared software packages are an extensively leveraged weapon for software supply chain attacks. The detection of malicious packages is undoubtedly of high priority and many academic and commercial approaches have been…

Cryptography and Security · Computer Science 2025-05-13 Marc Ohm , Timo Pohl , Felix Boes

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

Industry practitioners care about small improvements in malware detection accuracy because their models are deployed to hundreds of millions of machines, meaning a 0.1\% change can cause an overwhelming number of false positives. However,…

Machine Learning · Computer Science 2023-12-27 Tirth Patel , Fred Lu , Edward Raff , Charles Nicholas , Cynthia Matuszek , James Holt

The metamorphic malware variants with the same malicious behavior (family), can obfuscate themselves to look different from each other. This variation in structure leads to a huge signature database for traditional signature matching…

Cryptography and Security · Computer Science 2018-09-18 Sanjay K. Sahay , Ashu Sharma

Static detection technologies based on signature-based approaches that are widely used in Android platform to detect malicious applications. It can accurately detect malware by extracting signatures from test data and then comparing the…

Cryptography and Security · Computer Science 2017-09-27 Sanya Chaba , Rahul Kumar , Rohan Pant , Mayank Dave

Software engineers regularly use JavaScript and Python for both front-end and back-end automation tasks. On top of JavaScript and Python, there are several frameworks to facilitate automation tasks further. Some of these frameworks are Node…

Cryptography and Security · Computer Science 2021-08-24 Berkay Kaplan , Jingyu Qian

Machine learning systems increasingly rely on open-source artifacts such as datasets and models that are created or hosted by other parties. The reliance on external datasets and pre-trained models exposes the system to supply chain attacks…

Cryptography and Security · Computer Science 2025-10-02 Andrew Gan , Zahra Ghodsi

Recent advancements in large language models (LLMs) have spurred the development of diverse AI applications from code generation and video editing to text generation; however, AI supply chains such as Hugging Face, which host pretrained…

Cryptography and Security · Computer Science 2025-05-05 Ziqi Ding , Qian Fu , Junchen Ding , Gelei Deng , Yi Liu , Yuekang Li

Software supply chain attacks have revealed blind spots in existing SCA tools, which are often limited to a single ecosystem and assess either software artifacts or community activity in isolation. This fragmentation across tools and…

Software Engineering · Computer Science 2025-12-02 Ziheng Liu , Runzhi He , Minghui Zhou

Large language models (LLMs) are widely used in software development. However, the code generated by LLMs often contains vulnerabilities. Several secure code generation methods have been proposed to address this issue, but their current…

Cryptography and Security · Computer Science 2025-11-14 Shih-Chieh Dai , Jun Xu , Guanhong Tao

Packer identification tools are a critical foundation of malware analysis, directly affecting unpacking, behavioral analysis, malware classification, and threat attribution. However, their semantic correctness is rarely validated. In…

Cryptography and Security · Computer Science 2026-05-28 Fangtian Zhong , Zhuoyun Qian , Mengfei Ren , Yili Jiang , Jiaqi Huang , Yunming Pang , Xiuzhen Cheng

Industrial Systems-on-Chips (SoCs) often comprise hundreds of thousands to millions of nets and millions to tens of millions of connectivity edges, making empirical evaluation of hardware-Trojan (HT) detectors on realistic designs both…

Cryptography and Security · Computer Science 2025-11-13 Yaroslav Popryho , Debjit Pal , Inna Partin-Vaisband

In modern automotive development, security testing is critical for safeguarding systems against increasingly advanced threats. Attack trees are widely used to systematically represent potential attack vectors, but generating comprehensive…

Cryptography and Security · Computer Science 2025-11-04 Tanmay Khule , Stefan Marksteiner , Jose Alguindigue , Hannes Fuchs , Sebastian Fischmeister , Apurva Narayan

Malicious email attachments are a growing delivery vector for malware. While machine learning has been successfully applied to portable executable (PE) malware detection, we ask, can we extend similar approaches to detect malware across…

Cryptography and Security · Computer Science 2018-04-24 Ethan M. Rudd , Richard Harang , Joshua Saxe

Large language models (LLMs) have democratized software development, reducing the expertise barrier for programming complex applications. This accessibility extends to malicious software development, raising significant security concerns.…

Cryptography and Security · Computer Science 2025-07-04 Lu Yan , Zhuo Zhang , Xiangzhe Xu , Shengwei An , Guangyu Shen , Zhou Xuan , Xuan Chen , Xiangyu Zhang

The open-source software (OSS) ecosystem suffers from security threats caused by malware.However, OSS malware research has three limitations: a lack of high-quality datasets, a lack of malware diversity, and a lack of attack campaign…

Cryptography and Security · Computer Science 2025-04-18 Xiaoyan Zhou , Ying Zhang , Wenjia Niu , Jiqiang Liu , Haining Wang , Qiang Li

Many techniques have been proposed for quickly detecting and containing malware-generated network attacks such as large-scale denial of service attacks; unfortunately, much damage is already done within the first few minutes of an attack,…

Cryptography and Security · Computer Science 2021-02-04 Zainab Abaid , Dilip Sarkar , Mohamed Ali Kaafar , Sanjay Jha

Supply chain attacks have emerged as a prominent cybersecurity threat in recent years. Reproducible and bootstrappable builds have the potential to reduce such attacks significantly. In combination with independent, exhaustive and periodic…

Cryptography and Security · Computer Science 2025-05-29 Joshua Drexel , Esther Hänggi , Iyán Méndez Veiga

Many users implicitly assume that software can only be exploited after it is installed. However, recent supply-chain attacks demonstrate that application integrity must be ensured during installation itself. We introduce SIGL, a new tool…

Cryptography and Security · Computer Science 2021-06-24 Xueyuan Han , Xiao Yu , Thomas Pasquier , Ding Li , Junghwan Rhee , James Mickens , Margo Seltzer , Haifeng Chen