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Accurate mapping between Common Vulnerabilities and Exposures (CVE) and Common Weakness Enumeration (CWE) entries is critical for effective vulnerability management and risk assessment. However, public databases, such as the National…

Cryptography and Security · Computer Science 2026-04-27 Sevval Simsek , Varsha Athreya , David Starobinski

We present CrossCommitVuln-Bench, a curated benchmark of 15 real-world Python vulnerabilities (CVEs) in which the exploitable condition was introduced across multiple commits - each individually benign to per-commit static analysis - but…

Cryptography and Security · Computer Science 2026-04-24 Arunabh Majumdar

Software vulnerabilities pose significant security threats, requiring effective mitigation. While Automated Program Repair (APR) has advanced in fixing general bugs, vulnerability patching, a security-critical aspect of APR remains…

Software Engineering · Computer Science 2025-06-06 Zanis Ali Khan , Aayush Garg , Qiang Tang

Software vulnerabilities present a persistent security challenge, with over 25,000 new vulnerabilities reported in the Common Vulnerabilities and Exposures (CVE) database in 2024 alone. While deep learning based approaches show promise for…

Cryptography and Security · Computer Science 2025-07-23 Ahmed Lekssays , Hamza Mouhcine , Khang Tran , Ting Yu , Issa Khalil

Memory corruption vulnerabilities are still a severe threat for software systems. To thwart the exploitation of such vulnerabilities, many different kinds of defenses have been proposed in the past. Most prominently, Control-Flow Integrity…

Cryptography and Security · Computer Science 2020-07-09 Patrick Wollgast , Robert Gawlik , Behrad Garmany , Benjamin Kollenda , Thorsten Holz

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

High-quality datasets of real-world vulnerabilities and their corresponding verifiable exploits are crucial resources in software security research. Yet such resources remain scarce, as their creation demands intensive manual effort and…

Exploits are commonly used to demonstrate the presence of library vulnerabilities and validate their impact across different versions. However, their direct application to alternative versions often fails due to breaking changes introduced…

Software Engineering · Computer Science 2025-11-18 Zirui Chen , Zhipeng Xue , Jiayuan Zhou , Xing Hu , Xin Xia , Xiaohu Yang

Exploit proof-of-concepts (PoCs) for known vulnerabilities are widely shared in the security community. They help security analysts to learn from each other and they facilitate security assessments and red teaming tasks. In the recent…

Cryptography and Security · Computer Science 2023-06-08 Soufian El Yadmani , Robin The , Olga Gadyatskaya

Throughout computer history, it has been repeatedly demonstrated that critical software vulnerabilities can significantly affect the components involved. In the Free/Libre and Open Source Software (FLOSS) ecosystem, most software is…

Software Engineering · Computer Science 2025-02-13 Stefan Tatschner , Michael P. Heinl , Nicole Pappler , Tobias Specht , Sven Plaga , Thomas Newe

Current learning-based Automated Vulnerability Repair (AVR) approaches, while promising, often fail to generalize effectively in real-world scenarios. Our diagnostic analysis reveals three fundamental weaknesses in state-of-the-art AVR…

Software Engineering · Computer Science 2026-03-19 Chengran Yang , Ting Zhang , Jinfeng Jiang , Xin Zhou , Haoye Tian , Mingzhe Du , Jieke Shi , Junkai Chen , Yikun Li , Eng Lieh Ouh , Lwin Khin Shar , David Lo

Timing-based side or covert channels in processor caches continue to present a threat to computer systems, and they are the key to many of the recent Spectre and Meltdown attacks. Based on improvements to an existing three-step model for…

Cryptography and Security · Computer Science 2019-11-21 Shuwen Deng , Wenjie Xiong , Jakub Szefer

Large Language Models (LLMs) transform artificial intelligence, driving advancements in natural language understanding, text generation, and autonomous systems. The increasing complexity of their development and deployment introduces…

Cryptography and Security · Computer Science 2025-02-19 Shenao Wang , Yanjie Zhao , Zhao Liu , Quanchen Zou , Haoyu Wang

Recently, various techniques (e.g., fuzzing) have been developed for vulnerability detection. To evaluate those techniques, the community has been developing benchmarks of artificial vulnerabilities because of a shortage of ground-truth.…

Cryptography and Security · Computer Science 2020-03-24 Sijia Geng , Yuekang Li , Yunlan Du , Jun Xu , Yang Liu , Bing Mao

Fuzzing is a well-established technique for detecting bugs and vulnerabilities. With the surge of fuzzers and fuzzer platforms being developed such as AFL and OSSFuzz rises the necessity to benchmark these tools' performance. A common…

Software Engineering · Computer Science 2025-03-26 Timothée Riom , Sabine Houy , Bruno Kreyssig , Alexandre Bartel

The security of the Internet rests on a small number of open-source cryptographic libraries: a vulnerability in any one of them threatens to compromise a significant percentage of web traffic. Despite this potential for security impact, the…

Cryptography and Security · Computer Science 2021-07-13 Jenny Blessing , Michael A. Specter , Daniel J. Weitzner

Automated vulnerability detection tools are widely used to identify security vulnerabilities in software dependencies. However, the evaluation of such tools remains challenging due to the heterogeneous structure of vulnerability data…

Software Engineering · Computer Science 2026-04-24 Peter Mandl , Paul Mandl , Martin Häusl , Maximilian Auch

Software vulnerabilities have a large negative impact on the software systems that we depend on daily. Reports on software vulnerabilities always paint a grim picture, with some reports showing that 83% of organizations depend on vulnerable…

Software Engineering · Computer Science 2020-09-22 Mahmoud Alfadel , Diego Elias Costa , Mouafak Mokhallalati , Emad Shihab , Bram Adams

Enterprises are confronted with an unprecedented escalation in cybersecurity vulnerabilities, with thousands of new CVEs disclosed each month. Conventional prioritization frameworks such as CVSS offer static severity metrics that fail to…

Software Engineering · Computer Science 2026-05-26 Yelena Mujibur Sheikh , Awez Akhtar Khatik , Luoxi Tang , Yuqiao Meng , Zhaohan Xi

A critical part of creating code suggestion systems is the pre-training of Large Language Models on vast amounts of source code and natural language text, often of questionable origin or quality. This may contribute to the presence of bugs…

Software Engineering · Computer Science 2025-06-23 Mahmoud Jahanshahi , Audris Mockus