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The Proof-of-Concept (PoC) for a vulnerability is crucial in validating its existence, mitigating false positives, and illustrating the severity of the security threat it poses. However, research on PoCs significantly lags behind studies…

软件工程 · 计算机科学 2025-10-22 Wenjing Dang , Kaixuan Li , Sen Chen , Zhenwei Zhuo , Lyuye Zhang , Zheli Liu

For vulnerabilities, Proof-of-Concept (PoC) plays an irreplaceable role in demonstrating the exploitability. PoC reports may include critical information such as specific usage, test platforms, and more, providing essential insights for…

密码学与安全 · 计算机科学 2025-08-26 Lingxiao Wang , Wenjing Dang , Mengyao Zhang , Yue Wang , Xianzong Wu , Sen Chen

Are malicious repositories hiding under the educational label in GitHub? Recent studies have identified collections of GitHub repositories hosting malware source code with notable collaboration among the developers. Thus, analyzing GitHub…

软件工程 · 计算机科学 2024-03-08 Md Rayhanul Masud , Michalis Faloutsos

Security vulnerabilities in software packages are a significant concern for developers and users alike. Patching these vulnerabilities in a timely manner is crucial to restoring the integrity and security of software systems. However,…

密码学与安全 · 计算机科学 2025-09-30 Deniz Simsek , Aryaz Eghbali , Michael Pradel

This short empirical paper investigates how well topic modeling and database meta-data characteristics can classify web and other proof-of-concept (PoC) exploits for publicly disclosed software vulnerabilities. By using a dataset comprised…

密码学与安全 · 计算机科学 2017-10-17 Jukka Ruohonen

Recent advances in Large Language Models (LLMs) have brought remarkable progress in code understanding and reasoning, creating new opportunities and raising new concerns for software security. Among many downstream tasks, generating…

软件工程 · 计算机科学 2025-10-14 Mengyao Zhao , Kaixuan Li , Lyuye Zhang , Wenjing Dang , Chenggong Ding , Sen Chen , Zheli Liu

Recently Large Language Models (LLMs) have been used in security-related tasks, including generating proof-of-concept (PoC) exploits. Several LLM-assisted approaches have been proposed; they typically generate PoCs from vulnerability…

软件工程 · 计算机科学 2026-05-14 Derin Gezgin , Amartya Das , Shinhae Kim , Zhengdong Huang , Nevena Stojkovic , Claire Wang

Proofs of Concept (PoCs) are widely adopted practices in software engineering. Despite their relevance, PoCs remain conceptually underdefined and methodologically ad hoc in both research and industry, with definitions and implementation…

软件工程 · 计算机科学 2026-04-08 Bruno Fernando Antognolli , Fabio Petrillo

In the world of open-source software (OSS), the number of known vulnerabilities has tremendously increased. The GitHub Advisory Database contains advisories for security risks in GitHub-hosted OSS projects. As of 09/25/2023, there are…

密码学与安全 · 计算机科学 2025-01-30 Jessy Ayala , Yu-Jye Tung , Joshua Garcia

Software is prone to bugs and failures. Security bugs are those that expose or share privileged information and access in violation of the software's requirements. Given the seriousness of security bugs, there are centralized mechanisms for…

软件工程 · 计算机科学 2020-12-16 Daito Nakano , Mingyang Yin , Ryosuke Sato , Abram Hindle , Yasutaka Kamei , Naoyasu Ubayashi

Open-source software supply chain attacks aim at infecting downstream users by poisoning open-source packages. The common way of consuming such artifacts is through package repositories and the development of vetting strategies to detect…

密码学与安全 · 计算机科学 2022-10-11 Piergiorgio Ladisa , Henrik Plate , Matias Martinez , Olivier Barais , Serena Elisa Ponta

Cryptocurrency exchanges use proofs of liabilities (PoLs) to prove to their customers their liabilities committed on-chain, thereby enhancing their trust in the service. Unfortunately, a close examination of currently deployed and academic…

密码学与安全 · 计算机科学 2026-03-16 Malcom Mohamed , Ghassan Karame

GitHub is one of the most widely used public code development platform. However, the code hosted publicly on the platform is vulnerable to commit spoofing that allows an adversary to introduce malicious code or commits into the repository…

软件工程 · 计算机科学 2025-04-29 Anupam Sharma , Sreyashi Karmakar , Gayatri Priyadarsini Kancherla , Abhishek Bichhawat

The continuous integration and continuous deployment (CI/CD) pipelines are widely adopted on Internet hosting platforms, such as GitHub. With the popularity, the CI/CD pipeline faces various security threats. However, current CI/CD…

密码学与安全 · 计算机科学 2024-02-01 Ziyue Pan , Wenbo Shen , Xingkai Wang , Yutian Yang , Rui Chang , Yao Liu , Chengwei Liu , Yang Liu , Kui Ren

Vulnerabilities in open-source software can cause cascading effects in the modern digital ecosystem. It is especially worrying if these vulnerabilities repeat across many projects, as once the adversaries find one of them, they can scale up…

密码学与安全 · 计算机科学 2025-05-27 Jafar Akhoundali , Hamidreza Hamidi , Kristian Rietveld , Olga Gadyatskaya

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…

密码学与安全 · 计算机科学 2025-12-16 Ahmed Ryan , Junaid Mansur Ifti , Md Erfan , Akond Ashfaque Ur Rahman , Md Rayhanur Rahman

Security is critical to the adoption of open source software (OSS), yet few automated solutions currently exist to help detect and prevent malicious contributions from infecting open source repositories. On GitHub, a primary host of OSS,…

软件工程 · 计算机科学 2021-03-11 Danielle Gonzalez , Thomas Zimmermann , Patrice Godefroid , Max Schaefer

Software developers share programming solutions in Q&A sites like Stack Overflow. The reuse of crowd-sourced code snippets can facilitate rapid prototyping. However, recent research shows that the shared code snippets may be of low quality…

软件工程 · 计算机科学 2021-01-21 Morteza Verdi , Ashkan Sami , Jafar Akhondali , Foutse Khomh , Gias Uddin , Alireza Karami Motlagh

Although machine learning based algorithms have been extensively used for detecting phishing websites, there has been relatively little work on how adversaries may attack such "phishing detectors" (PDs for short). In this paper, we propose…

密码学与安全 · 计算机科学 2022-12-13 Giovanni Apruzzese , V. S. Subrahmanian

GitHub plays a critical role in modern software supply chains, making its security an important research concern. Existing studies have primarily focused on CI/CD automation, collaboration patterns, and community management, while abuse…

软件工程 · 计算机科学 2026-04-21 Yuli Cheng , Xiaoyu Zhang , Jiongchi Yu , Shiqing Ma , Chao Shen , Yang Liu
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