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Automated detection of software vulnerabilities remains a critical challenge in software security. Log4j is an industrial-grade Java logging framework listed as one of the top 100 critical open source projects. On Dec. 10, 2021 a severe…

Software Engineering · Computer Science 2026-01-05 Victor Wen , Zedong Peng

The realm of technology frequently confronts threats posed by adversaries exploiting loopholes in programs. Among these, the Log4Shell vulnerability in the Log4j library stands out due to its widespread impact. Log4j, a prevalent software…

Cryptography and Security · Computer Science 2025-01-30 John Doll , Carson McCarthy , Hannah McDougall , Suman Bhunia

The disclosure of the Log4Shell vulnerability in December 2021 led to an unprecedented wave of global scanning and exploitation activity. A recent study provided important initial insights, but was largely limited in duration and geography,…

Cryptography and Security · Computer Science 2026-05-19 Aakash Singh , Kuldeep Singh Yadav , V. Anil Kumar , Samiran Ghosh , Pranita Baro , Basavala Bhanu Prasanth

The Log4j-Core vulnerability, known as Log4Shell, exposed significant challenges to dependency management in software ecosystems. When a critical vulnerability is disclosed, it is imperative that dependent packages quickly adopt patched…

Reusing third-party libraries increases productivity and saves time and costs for developers. However, the downside is the presence of vulnerabilities in those libraries, which can lead to catastrophic outcomes. For instance, Apache Log4J…

Software Engineering · Computer Science 2024-11-20 Yi Wen Heng , Zeyang Ma , Haoxiang Zhang , Zhenhao Li , Tse-Hsun , Chen

The increasing adoption of server-side component-based web frameworks has introduced new application-layer attack surfaces that remain insufficiently understood at Internet scale. On 3 December 2025, a critical remote code execution…

Cryptography and Security · Computer Science 2026-03-16 Aakash Singh , Kuldeep Singh Yadav , Md Talib Hasan Ansari , V. Anil Kumar

Log4j has become a widely adopted logging library for Java programs due to its long history and high reliability. Its widespread use is notable not only because of its maturity but also due to the complexity and depth of its features, which…

Although using third-party libraries has become prevalent in contemporary software development, developers often struggle to update their dependencies. Prior works acknowledge that due to the migration effort, priority and other issues…

Software Engineering · Computer Science 2024-07-08 Vittunyuta Maeprasart , Ali Ouni , Raula Gaikovina Kula

This paper presents results from the MSR 2021 Hackathon. Our team investigates files/projects that contain known security vulnerabilities and how widespread they are throughout repositories in open source software. These security…

Software Engineering · Computer Science 2021-03-24 David Reid , Kalvin Eng , Chris Bogart , Adam Tutko

A large number of URLs are made public by various platforms for security analysis, archiving, and paste sharing -- such as VirusTotal, URLScan.io, Hybrid Analysis, the Wayback Machine, and RedHunt. These services may unintentionally expose…

Cryptography and Security · Computer Science 2026-02-26 Tarek Ramadan , AbdelRahman Abdou , Mohammad Mannan , Amr Youssef

As large language models (LLMs) increasingly integrate native code interpreters, they enable powerful real-time execution capabilities, substantially expanding their utility. However, such integrations introduce potential system-level…

Cryptography and Security · Computer Science 2025-07-28 Gabriel Chua

In this work, we present a novel severe buffer-overflow vulnerability in the RPKI validator Fort, that allows an attacker to achieve Remote Code Execution (RCE) on the machine running the software. We discuss the unique impact of this RCE…

Cryptography and Security · Computer Science 2024-11-26 Oliver Jacobsen , Haya Schulmann , Niklas Vogel , Michael Waidner

The Apache Software Foundation (ASF) ecosystem underpins a vast portion of modern software infrastructure, powering widely used components such as Log4j, Tomcat, and Struts. However, the ubiquity of these libraries has made them prime…

Cryptography and Security · Computer Science 2025-12-03 Derek Garcia , Briana Lee , Ibrahim Matar , David Rickards , Andrew Zilnicki

While there is a large body of work on analyzing concurrency related software bugs and developing techniques for detecting and patching them, little attention has been given to concurrency related security vulnerabilities. The two are…

Cryptography and Security · Computer Science 2022-12-13 Zunchen Huang , Shengjian Guo , Meng Wu , Chao Wang

LLMs show promise in transforming software development, with a growing interest in integrating them into more intelligent apps. Frameworks like LangChain aid LLM-integrated app development, offering code execution utility/APIs for custom…

Cryptography and Security · Computer Science 2025-02-28 Tong Liu , Zizhuang Deng , Guozhu Meng , Yuekang Li , Kai Chen

Port scanning is the process of attempting to connect to various network ports on a computing endpoint to determine which ports are open and which services are running on them. It is a common method used by hackers to identify…

Cryptography and Security · Computer Science 2023-02-01 Jason M. Pittman

Bug reports are common artefacts in software development. They serve as the main channel for users to communicate to developers information about the issues that they encounter when using released versions of software programs. In the…

Software Engineering · Computer Science 2021-12-21 Arthur D. Sawadogo , Quentin Guimard , Tegawendé F. Bissyandé , Abdoul Kader Kaboré , Jacques Klein , Naouel Moha

Outdated software remains a potent and underappreciated menace in 2025's cybersecurity environment, exposing systems to a broad array of threats, including ransomware, data breaches, and operational outages that can have devastating and…

Cryptography and Security · Computer Science 2025-05-21 Gogulakrishnan Thiyagarajan , Vinay Bist , Prabhudarshi Nayak

In 2024, the Linux kernel became its own Common Vulnerabilities and Exposures (CVE) Numbering Authority (CNA), formalizing how kernel vulnerabilities are identified and tracked. We analyze the anatomy and dynamics of kernel CVEs using…

Software Engineering · Computer Science 2026-05-26 Piotr Przymus , Witold Weiner , Krzysztof Rykaczewski , Gunnar Kudrjavets

Identifying the software weaknesses exploited by attacks supports efforts to reduce developer introduction of vulnerabilities and to guide security code review efforts. A weakness is a bug or fault type that can be exploited through an…

Cryptography and Security · Computer Science 2024-05-03 Peter Mell , Irena Bojanova , Carlos Galhardo
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