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The proliferation of open-source software (OSS) has made software supply chains prime targets for attacks like Package Confusion, where adversaries publish malicious packages with names deceptively similar to legitimate ones. To protect…

软件工程 · 计算机科学 2026-04-21 Yu Li , Wei Ma , Zhi Chen , Ye Liu , Lingxiao Jiang , Junyi Tao , Hao Liu , Yongqiang Lyu , Qiang Hu

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…

密码学与安全 · 计算机科学 2024-02-13 S. Halder , M. Bewong , A. Mahboubi , Y. Jiang , R. Islam , Z. Islam , R. Ip , E. Ahmed , G. Ramachandran , A. Babar

The Python Package Index (PyPI) has become a target for malicious actors, yet existing detection tools generate false positive rates of 15-30%, incorrectly flagging one-third of legitimate packages as malicious. This problem arises because…

密码学与安全 · 计算机科学 2026-01-28 Wenbo Guo , Chengwei Liu , Ming Kang , Yiran Zhang , Jiahui Wu , Zhengzi Xu , Vinay Sachidananda , Yang Liu

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.…

软件工程 · 计算机科学 2026-01-26 Wenbo Guo , Shiwen Song , Jiaxun Guo , Zhengzi Xu , Chengwei Liu , Haoran Ou , Mengmeng Ge , Yang Liu

Trojanized software packages used in software supply chain attacks constitute an emerging threat. Unfortunately, there is still a lack of scalable approaches that allow automated and timely detection of malicious software packages and thus…

密码学与安全 · 计算机科学 2021-03-22 Marc Ohm , Lukas Kempf , Felix Boes , Michael Meier

Package managers have become a vital part of the modern software development process. They allow developers to reuse third-party code, share their own code, minimize their codebase, and simplify the build process. However, recent reports…

密码学与安全 · 计算机科学 2020-12-03 Ruian Duan , Omar Alrawi , Ranjita Pai Kasturi , Ryan Elder , Brendan Saltaformaggio , Wenke Lee

Backdoor attacks pose a significant threat to Large Language Models (LLMs), where adversaries can embed hidden triggers to manipulate LLM's outputs. Most existing defense methods, primarily designed for classification tasks, are ineffective…

密码学与安全 · 计算机科学 2025-11-12 Zihan Wang , Rui Zhang , Hongwei Li , Wenshu Fan , Wenbo Jiang , Qingchuan Zhao , Guowen Xu

Cryptographic API misuses, such as exposed secrets, predictable random numbers, and vulnerable certificate verification, seriously threaten software security. The vision of automatically screening cryptographic API calls in massive-sized…

密码学与安全 · 计算机科学 2019-03-28 Sazzadur Rahaman , Ya Xiao , Sharmin Afrose , Fahad Shaon , Ke Tian , Miles Frantz , Danfeng , Yao , Murat Kantarcioglu

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…

密码学与安全 · 计算机科学 2025-12-05 Biagio Montaruli , Luca Compagna , Serena Elisa Ponta , Davide Balzarotti

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…

密码学与安全 · 计算机科学 2025-03-04 Sk Tanzir Mehedi , Chadni Islam , Gowri Ramachandran , Raja Jurdak

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…

软件工程 · 计算机科学 2024-12-09 Haya Samaana , Diego Elias Costa , Emad Shihab , Ahmad Abdellatif

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…

密码学与安全 · 计算机科学 2025-06-18 Xingan Gao , Xiaobing Sun , Sicong Cao , Kaifeng Huang , Di Wu , Xiaolei Liu , Xingwei Lin , Yang Xiang

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…

软件工程 · 计算机科学 2024-04-18 Xiaoyan Zhou , Feiran Liang , Zhaojie Xie , Yang Lan , Wenjia Niu , Jiqiang Liu , Haining Wang , Qiang Li

Recently, the new ciphertext side channels resulting from the deterministic memory encryption in Trusted Execution Environments (TEEs), enable ciphertexts to manifest identifiable patterns when being sequentially written to the same memory…

密码学与安全 · 计算机科学 2025-10-24 Ke Jiang , Sen Deng , Yinshuai Li , Shuai Wang , Tianwei Zhang , Yinqian Zhang

SourceRank is a scoring system made of 18 metrics that assess the popularity and quality of open-source packages. Despite being used in several recent studies, none has thoroughly analyzed its reliability against evasion attacks aimed at…

密码学与安全 · 计算机科学 2026-01-01 Biagio Montaruli , Serena Elisa Ponta , Luca Compagna , Davide Balzarotti

Supply chain attacks significantly threaten software security with malicious code injections within legitimate projects. Such attacks are very rare but may have a devastating impact. Detecting spurious code injections using automated tools…

软件工程 · 计算机科学 2025-10-28 Maor Reuben , Ido Mendel , Or Feldman , Moshe Kravchik , Mordehai Guri , Rami Puzis

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…

软件工程 · 计算机科学 2026-03-31 Wenbo Guo , Zhongwen Chen , Zhengzi Xu , Chengwei Liu , Ming Kang , Shiwen Song , Chengyue Liu , Yijia Xu , Weisong Sun , Yang Liu

Securing software supply chains is a growing challenge due to the inadequacy of existing datasets in capturing the complexity of next-gen attacks, such as multiphase malware execution, remote access activation, and dynamic payload…

密码学与安全 · 计算机科学 2026-02-12 Sk Tanzir Mehedi , Raja Jurdak , Chadni Islam , Gowri Ramachandran

New speculation-based attacks that affect large numbers of modern systems are disclosed regularly. Currently, CPU vendors regularly fall back to heavy-handed mitigations like using barriers or enforcing strict programming guidelines…

密码学与安全 · 计算机科学 2023-06-21 Ali Hajiabadi , Archit Agarwal , Andreas Diavastos , Trevor E. Carlson

The reliance of popular programming languages such as Python and JavaScript on centralized package repositories and open-source software, combined with the emergence of code-generating Large Language Models (LLMs), has created a new type of…

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