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Related papers: Real-World Usability of Vulnerability Proof-of-Con…

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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…

Cryptography and Security · Computer Science 2025-08-26 Lingxiao Wang , Wenjing Dang , Mengyao Zhang , Yue Wang , Xianzong Wu , Sen Chen

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

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…

Software Engineering · Computer Science 2025-10-14 Mengyao Zhao , Kaixuan Li , Lyuye Zhang , Wenjing Dang , Chenggong Ding , Sen Chen , Zheli Liu

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,…

Cryptography and Security · Computer Science 2025-09-30 Deniz Simsek , Aryaz Eghbali , Michael Pradel

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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 2026-04-08 Bruno Fernando Antognolli , Fabio Petrillo

While recent approaches leverage large language models (LLMs) and multi-agent pipelines to automatically generate proof-of-concept (PoC) exploits from vulnerability reports, existing systems often suffer from two fundamental limitations:…

Cryptography and Security · Computer Science 2026-04-10 Phan The Duy , Khoa Ngo-Khanh , Nguyen Huu Quyen , Van-Hau Pham

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…

Cryptography and Security · Computer Science 2017-10-17 Jukka Ruohonen

Smart contracts are a critical component of blockchain systems. Due to the large amount of digital assets carried by smart contracts, their security is of critical importance. Although numerous tools have been developed for detecting smart…

Software Engineering · Computer Science 2026-04-21 Jingwen Zhang , Yuhong Nan , Kaiwen Ning , Mingxi Ye , Wei Li , Yuming Xiao , Yuming Feng , Weizhe Zhang , Zibin Zheng

Open-source software supply chain security relies heavily on assessing affected versions of library vulnerabilities. While prior studies have leveraged exploits for verifying vulnerability affected versions, they point out a key limitation…

Software Engineering · Computer Science 2026-03-30 Zirui Chen , Qi Zhan , Jiayuan Zhou , Xing Hu , Xin Xia , Xiaohu Yang

Automated vulnerability reproduction from CVE descriptions requires generating executable Proof-of-Concept (PoC) exploits and validating them in target environments. This process is critical in software security research and practice, yet…

Software Engineering · Computer Science 2026-02-10 Bin Liu , Yanjie Zhao , Zhenpeng Chen , Guoai Xu , Haoyu Wang

The adoption of Large Language Models (LLMs) for automated software vulnerability patching has shown promising outcomes on carefully curated evaluation sets. Nevertheless, existing datasets predominantly rely on superficial validation…

Software Engineering · Computer Science 2025-09-04 Weizhe Wang , Wei Ma , Qiang Hu , Yao Zhang , Jianfei Sun , Bin Wu , Yang Liu , Guangquan Xu , Lingxiao Jiang

Identifying which software versions are affected by a vulnerability is critical for patching, risk mitigation. Despite a growing body of tools, their real-world effectiveness remains unclear due to narrow evaluation scopes often limited to…

Software Engineering · Computer Science 2025-09-10 Xingchu Chen , Chengwei Liu , Jialun Cao , Yang Xiao , Xinyue Cai , Yeting Li , Jingyi Shi , Tianqi Sun , Haiming Chen ang Wei Huo

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

Timely resolution and disclosure of vulnerabilities are essential for maintaining the security of open-source software. However, many vulnerabilities remain unreported, unpatched, or undisclosed for extended periods, exposing users to…

Cryptography and Security · Computer Science 2026-03-31 Arjun Sridharkumar , Sara Al Hajj Ibrahim , Jiayuan Zhou , Yuliang Wang , Safwat Hassan , Ahmed E. Hassan , Shurui Zhou

Smart contracts are commonly audited through static analysis to explore vulnerabilities. However, static approaches typically produce heterogeneous findings rather than reproducible, executable proof-of-concept (PoC) test cases, leading to…

Software Engineering · Computer Science 2026-04-02 Longfei Chen , Ruibin Yan , Taiyu Wong , Yiyang Chen , Jialai Wang , Chao Zhang

Software vulnerabilities have been continually disclosed and documented. An important practice in documenting vulnerabilities is to describe the key vulnerability aspects, such as vulnerability type, root cause, affected product, impact,…

Software Engineering · Computer Science 2020-08-07 Hao Guo , Zhenchang Xing , Xiaohong Li

Searching for clues, gathering evidence, and reviewing case files are all techniques used by criminal investigators to draw sound conclusions and avoid wrongful convictions. Similarly, in software engineering (SE) research, we can develop…

Software Engineering · Computer Science 2023-09-19 Marvin Muñoz Barón , Marvin Wyrich , Daniel Graziotin , Stefan Wagner

Background: Construct validity concerns the use of indicators to measure a concept that is not directly measurable. Aim: This study intends to identify, categorize, assess and quantify discussions of threats to construct validity in…

Software Engineering · Computer Science 2023-06-09 Dag I. K. Sjøberg , Gunnar R. Bergersen

Much of the current software depends on open-source components, which in turn have complex dependencies on other open-source libraries. Vulnerabilities in open source therefore have potentially huge impacts. The goal of this work is to get…

Software Engineering · Computer Science 2023-05-10 Tobias Dam , Sebastian Neumaier
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