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We would like to present the idea of our Continuous Defect Prediction (CDP) research and a related dataset that we created and share. Our dataset is currently a set of more than 11 million data rows, representing files involved in…

Software Engineering · Computer Science 2017-06-23 Lech Madeyski , Marcin Kawalerowicz

While several studies have examined the security of code generated by GPT and other Large Language Models (LLMs), most have relied on controlled experiments rather than real developer interactions. This paper investigates the security of…

Software Engineering · Computer Science 2026-02-19 Vladislav Belozerov , Peter J Barclay , Ashkan Sami

Mainstream software applications and tools are the configurable platforms with an enormous number of parameters along with their values. Certain settings and possible interactions between these parameters may harden (or soften) the security…

Software Engineering · Computer Science 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

The increasing prevalence of software vulnerabilities highlights the need for effective Automatic Vulnerability Repair (AVR) tools. While LLM-based approaches are promising, they struggle to incorporate structured security knowledge from…

Cryptography and Security · Computer Science 2026-05-08 Jia Li , Zhuangbin Chen , Yuxin Su , Michael R. Lyu

The quantity and quality of vulnerability datasets are essential for developing deep learning solutions to vulnerability-related tasks. Due to the limited availability of vulnerabilities, a common approach to building such datasets is…

Cryptography and Security · Computer Science 2025-06-12 Zeyu Gao , Junlin Zhou , Bolun Zhang , Yi He , Chao Zhang , Yuxin Cui , Hao Wang

Automation of code reviews using AI models has garnered substantial attention in the software engineering community as a strategy to reduce the cost and effort associated with traditional peer review processes. These models are typically…

Software Engineering · Computer Science 2025-04-24 Leonardo Centellas-Claros , Juan J. Alonso-Lecaros , Juan Pablo Sandoval Alcocer , Andres Neyem

The use of open-source software (OSS) is ever-increasing, and so is the number of open-source vulnerabilities being discovered and publicly disclosed. The gains obtained from the reuse of community-developed libraries may be offset by the…

Cryptography and Security · Computer Science 2025-03-18 Serena E. Ponta , Henrik Plate , Antonino Sabetta

Security issues in shipped code can lead to unforeseen device malfunction, system crashes or malicious exploitation by crackers, post-deployment. These vulnerabilities incur a cost of repair and foremost risk the credibility of the company.…

Artificial Intelligence · Computer Science 2021-04-20 Anshul Tanwar , Hariharan Manikandan , Krishna Sundaresan , Prasanna Ganesan , Sathish Kumar Chandrasekaran , Sriram Ravi

Accompanying the successes of learning-based defensive software vulnerability analyses is the lack of large and quality sets of labeled vulnerable program samples, which impedes further advancement of those defenses. Existing automated…

Software Engineering · Computer Science 2024-01-08 Yu Nong , Richard Fang , Guangbei Yi , Kunsong Zhao , Xiapu Luo , Feng Chen , Haipeng Cai

Cryptocurrencies have become very popular in recent years. Thousands of new cryptocurrencies have emerged, proposing new and novel techniques that improve on Bitcoin's core innovation of the blockchain data structure and consensus…

Cryptography and Security · Computer Science 2020-10-29 Qingze Hum , Wei Jin Tan , Shi Ying Tey , Latasha Lenus , Ivan Homoliak , Yun Lin , Jun Sun

Due to the ever-increasing threat of cyber-attacks to critical cyber infrastructure, organizations are focusing on building their cybersecurity knowledge base. A salient list of cybersecurity knowledge is the Common Vulnerabilities and…

Cryptography and Security · Computer Science 2021-08-05 Benjamin Ampel , Sagar Samtani , Steven Ullman , Hsinchun Chen

Software vulnerabilities in source code pose serious cybersecurity risks, prompting a shift from traditional detection methods (e.g., static analysis, rule-based matching) to AI-driven approaches. This study presents a systematic review of…

Software Engineering · Computer Science 2025-06-13 Samiha Shimmi , Hamed Okhravi , Mona Rahimi

Software vulnerabilities can result in catastrophic cyberattacks that increasingly threaten business operations. Consequently, ensuring the safety of software systems has become a paramount concern for both private and public sectors.…

Software Engineering · Computer Science 2024-12-10 Boyu Zhang , Triet H. M. Le , M. Ali Babar

Each year, thousands of software vulnerabilities are discovered and reported to the public. Unpatched known vulnerabilities are a significant security risk. It is imperative that software vendors quickly provide patches once vulnerabilities…

Cryptography and Security · Computer Science 2017-07-26 Benjamin L. Bullough , Anna K. Yanchenko , Christopher L. Smith , Joseph R. Zipkin

Vulnerability databases, such as the National Vulnerability Database (NVD), offer detailed descriptions of Common Vulnerabilities and Exposures (CVEs), but often lack information on their real-world impact, such as the tactics, techniques,…

Cryptography and Security · Computer Science 2025-10-21 Anders Mølmen Høst , Pierre Lison , Leon Moonen

Open-Source Software (OSS) vulnerabilities bring great challenges to the software security and pose potential risks to our society. Enormous efforts have been devoted into automated vulnerability detection, among which deep learning…

Cryptography and Security · Computer Science 2024-02-09 Xinchen Wang , Ruida Hu , Cuiyun Gao , Xin-Cheng Wen , Yujia Chen , Qing Liao

Open-source software (OSS) pipelines rely on automated static analysis tools to prevent the introduction of vulnerabilities in code. However, there is limited understanding of the efficacy of these tools across the OSS ecosystem over time.…

Cryptography and Security · Computer Science 2026-05-11 Jean-Charles Noirot Ferrand , Kyle Domico , Yohan Beugin , Patrick McDaniel

Python applications depend on third-party native libraries that may be vendored within package distributions or installed on the host system. When vulnerabilities are discovered in these native libraries, determining which Python packages…

Tracking vulnerabilities inherited from third-party open-source software is a well-known challenge, often addressed by tracing the threads of dependency information. However, vulnerabilities can also propagate through forking: a code…

Cryptography and Security · Computer Science 2026-01-29 Romain Lefeuvre , Charly Reux , Stefano Zacchiroli , Olivier Barais , Benoit Combemale

In software, a vulnerability is a defect in a program that attackers might utilize to acquire unauthorized access, alter system functions, and acquire information. These vulnerabilities arise from programming faults, design flaws, incorrect…

Software Engineering · Computer Science 2024-11-28 Md. Fahim Sultan , Tasmin Karim , Md. Shazzad Hossain Shaon , Mohammad Wardat , Mst Shapna Akter