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Software vulnerabilities pose significant risks to computer systems, impacting our daily lives, productivity, and even our health. Identifying and addressing security vulnerabilities in a timely manner is crucial to prevent hacking and data…

Cryptography and Security · Computer Science 2023-08-01 Jin Wang , Zishan Huang , Hui Xiao , Yinhao Xiao

BACKGROUND: Vulnerable dependencies are a known problem in today's open-source software ecosystems because OSS libraries are highly interconnected and developers do not always update their dependencies. AIMS: In this paper we aim to present…

Software Engineering · Computer Science 2018-08-30 Ivan Pashchenko , Henrik Plate , Serena Elisa Ponta , Antonino Sabetta , Fabio Massacci

Artificial Intelligence (AI) advancements have enabled the development of Large Language Models (LLMs) that can perform a variety of tasks with remarkable semantic understanding and accuracy. ChatGPT is one such LLM that has gained…

Software Engineering · Computer Science 2024-08-02 M. Mehdi Kholoosi , M. Ali Babar , Roland Croft

Code agents are increasingly trusted to autonomously fix bugs on platforms such as GitHub, yet their security evaluation focuses almost exclusively on functional correctness. In this paper, we reveal a novel type of threat to real-world…

Cryptography and Security · Computer Science 2025-10-22 Yibo Peng , James Song , Lei Li , Xinyu Yang , Mihai Christodorescu , Ravi Mangal , Corina Pasareanu , Haizhong Zheng , Beidi Chen

One of the most important challenges in the field of software code audit is the presence of vulnerabilities in software source code. These flaws are highly likely ex-ploited and lead to system compromise, data leakage, or denial of…

Machine Learning · Computer Science 2023-03-15 Mst Shapna Akter , Hossain Shahriar , Zakirul Alam Bhuiya

While automated vulnerability detection techniques have made promising progress in detecting security vulnerabilities, their scalability and applicability remain challenging. The remarkable performance of Large Language Models (LLMs), such…

Cryptography and Security · Computer Science 2024-10-24 Avishree Khare , Saikat Dutta , Ziyang Li , Alaia Solko-Breslin , Rajeev Alur , Mayur Naik

Software built on poor structural patterns often shows higher exposure to security defects. When code differs from established best practices, verification and maintenance become increasingly difficult, thereby raising the risk of…

Cryptography and Security · Computer Science 2026-01-26 Masoud Jamshidiyan Tehrani

Eliminating vulnerabilities from low-level code is vital for securing software. Static analysis is a promising approach for discovering vulnerabilities since it can provide developers early feedback on the code they write. But, it presents…

Cryptography and Security · Computer Science 2016-04-07 Bhargava Shastry , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

In this paper, we present the first comprehensive empirical study of specialized LLM-based detectors and compare them with traditional static analyzers at the project scale. Specifically, our study evaluates five latest and representative…

Software Engineering · Computer Science 2026-01-28 Fengjie Li , Jiajun Jiang , Dongchi Chen , Yingfei Xiong

The increasing popularity of certain programming languages has spurred the creation of ecosystem-specific package repositories and package managers. Such repositories (e.g., npm, PyPI) serve as public databases that users can query to…

Cryptography and Security · Computer Science 2023-10-09 Piergiorgio Ladisa , Merve Sahin , Serena Elisa Ponta , Marco Rosa , Matias Martinez , Olivier Barais

The increasing interest in open source software has led to the emergence of large language-specific package distributions of reusable software libraries, such as npm and RubyGems. These software packages can be subject to vulnerabilities…

Software Engineering · Computer Science 2022-03-29 Ahmed Zerouali , Tom Mens , Alexandre Decan , Coen De Roover

A precise vulnerability discovery model (VDM) will provide a useful insight to assess software security, and could be a good prediction instrument for both software vendors and users to understand security trends and plan ahead patching…

Cryptography and Security · Computer Science 2018-08-30 Viet Hung Nguyen , Fabio Massacci

Even though a lot of effort has been invested in analyzing client-side web applications during the past decade, the existing tools often fail to deal with the complexity of modern JavaScript applications. However, from an attacker point of…

Software Engineering · Computer Science 2020-04-15 Behnaz Hassanshahi , Hyunjun Lee , Paddy Krishnan , Jörn Güy Suß

Providing high quality software and evaluating the software reliability in softwarized networks are crucial for vendors and customers. These networks rely on open source code, which are sensitive to contain high number of bugs. Both, the…

Software Engineering · Computer Science 2024-08-01 Hasan Yagiz Ozkan , Madeleine Kaufmann , Wolfgang Kellerer , Carmen Mas-Machuca

In this paper, we test the hypothesis that although OpenAI's GPT-4 performs well generally, we can fine-tune open-source models to outperform GPT-4 in smart contract vulnerability detection. We fine-tune two models from Meta's Code Llama…

Cryptography and Security · Computer Science 2024-07-17 Peter Ince , Xiapu Luo , Jiangshan Yu , Joseph K. Liu , Xiaoning Du

Security vulnerability in third-party dependencies is a growing concern not only for developers of the affected software, but for the risks it poses to an entire software ecosystem, e.g., Heartbleed vulnerability. Recent studies show that…

Software Engineering · Computer Science 2021-06-24 Bodin Chinthanet , Raula Gaikovina Kula , Shane McIntosh , Takashi Ishio , Akinori Ihara , Kenichi Matsumoto

Detecting vulnerabilities in source code remains a critical yet challenging task, especially when benign and vulnerable functions share significant similarities. In this work, we introduce VulTrial, a courtroom-inspired multi-agent…

Android is the most used Operating System worldwide for mobile devices, with hundreds of thousands of apps downloaded daily. Although these apps are primarily written in Java and Kotlin, advanced functionalities such as graphics or…

Cryptography and Security · Computer Science 2024-12-03 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Fumera , Giorgio Giacinto

Software vulnerabilities are now reported at an unprecedented speed due to the recent development of automated vulnerability hunting tools. However, fixing vulnerabilities still mainly depends on programmers' manual efforts. Developers need…

Cryptography and Security · Computer Science 2022-03-23 Jianlei Chi , Yu Qu , Ting Liu , Qinghua Zheng , Heng Yin

CONTEXT: Applying vulnerability detection techniques is one of many tasks using the limited resources of a software project. OBJECTIVE: The goal of this research is to assist managers and other decision-makers in making informed choices…

Software Engineering · Computer Science 2022-08-03 Sarah Elder , Nusrat Zahan , Rui Shu , Monica Metro , Valeri Kozarev , Tim Menzies , Laurie Williams