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Checkpointing large amounts of related data concurrently to stable storage is a common I/O pattern of many HPC applications. However, such a pattern frequently leads to I/O bottlenecks that lead to poor scalability and performance. As…

分布式、并行与集群计算 · 计算机科学 2021-03-04 Bogdan Nicolae , Adam Moody , Gregory Kosinovsky , Kathryn Mohror , Franck Cappello

Public vulnerability databases such as CVE and NVD account for only 60% of security vulnerabilities present in open-source projects, and are known to suffer from inconsistent quality. Over the last two years, there has been considerable…

软件工程 · 计算机科学 2019-11-19 Achyudh Ram , Ji Xin , Meiyappan Nagappan , Yaoliang Yu , Rocío Cabrera Lozoya , Antonino Sabetta , Jimmy Lin

Code Pre-trained Models (CodePTMs) based vulnerability detection have achieved promising results over recent years. However, these models struggle to generalize as they typically learn superficial mapping from source code to labels instead…

密码学与安全 · 计算机科学 2024-06-07 Xiaohu Du , Ming Wen , Jiahao Zhu , Zifan Xie , Bin Ji , Huijun Liu , Xuanhua Shi , Hai Jin

The Critical View of Safety (CVS) is crucial for safe laparoscopic cholecystectomy, yet assessing CVS criteria remains a complex and challenging task, even for experts. Traditional models for CVS recognition depend on vision-only models…

计算机视觉与模式识别 · 计算机科学 2025-07-11 Britty Baby , Vinkle Srivastav , Pooja P. Jain , Kun Yuan , Pietro Mascagni , Nicolas Padoy

Model Context Protocol (MCP) servers have rapidly emerged over the past year as a widely adopted way to enable Large Language Model (LLM) agents to access dynamic, real-world tools. As MCP servers proliferate and become easy to adopt via…

Software supply chain vulnerabilities arise when attackers exploit weaknesses by injecting vulnerable code into widely used packages or libraries within software repositories. While most existing approaches focus on identifying vulnerable…

密码学与安全 · 计算机科学 2025-06-25 Sajal Halder , Muhammad Ejaz Ahmed , Seyit Camtepe

Software plays a crucial role in our daily lives, and therefore the quality and security of software systems have become increasingly important. However, vulnerabilities in software still pose a significant threat, as they can have serious…

软件工程 · 计算机科学 2023-09-18 Chaozheng Wang , Zongjie Li , Yun Peng , Shuzheng Gao , Sirong Chen , Shuai Wang , Cuiyun Gao , Michael R. Lyu

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…

软件工程 · 计算机科学 2026-05-26 Piotr Przymus , Witold Weiner , Krzysztof Rykaczewski , Gunnar Kudrjavets

As interconnected systems proliferate, safeguarding complex infrastructures against an escalating array of cyber threats has become an urgent challenge. The increasing number of vulnerabilities, combined with resource constraints, makes…

密码学与安全 · 计算机科学 2025-02-18 Yuning Jiang , Nay Oo , Qiaoran Meng , Hoon Wei Lim , Biplab Sikdar

Open-source software (OSS) vulnerability management process is important nowadays, as the number of discovered OSS vulnerabilities is increasing over time. Monitoring vulnerability-fixing commits is a part of the standard process to prevent…

密码学与安全 · 计算机科学 2022-09-08 Truong Giang Nguyen , Thanh Le-Cong , Hong Jin Kang , Xuan-Bach D. Le , David Lo

Accurate identification of software vulnerabilities is crucial for system integrity. Vulnerability datasets, often derived from the National Vulnerability Database (NVD) or directly from GitHub, are essential for training machine learning…

Nowadays, software development progresses rapidly to incorporate new features. To facilitate such growth and provide convenience for developers when creating and updating software, reusing open-source software (i.e., thirdparty library…

软件工程 · 计算机科学 2024-12-02 Shangzhi Xu , Jialiang Dong , Weiting Cai , Juanru Li , Arash Shaghaghi , Nan Sun , Siqi Ma

The increasing complexity of modern software systems has led to a rise in vulnerabilities that malicious actors can exploit. Traditional methods of vulnerability detection, such as static and dynamic analysis, have limitations in…

软件工程 · 计算机科学 2025-04-01 Amanpreet Singh Saimbhi

The rapid evolution of cyber threats has highlighted significant gaps in security knowledge integration. Cybersecurity Knowledge Graphs (CKGs) relying on structured data inherently exhibit hysteresis, as the timely incorporation of rapidly…

密码学与安全 · 计算机科学 2026-02-13 Zijing Xu , Ziwei Ning , Tiancheng Hu , Jianwei Zhuge , Yangyang Wang , Jiahao Cao , Mingwei Xu

The increasing reliance on software in various applications has made the problem of software vulnerability detection more critical. Software vulnerabilities can lead to security breaches, data theft, and other negative outcomes. Traditional…

软件工程 · 计算机科学 2025-12-16 Saadh Jawwadh , Guhanathan Poravi

Large Language Models (LLMs) are of great interest in vulnerability detection and repair. The effectiveness of these models hinges on the quality of the datasets used for both training and evaluation. Our investigation reveals that a number…

软件工程 · 计算机科学 2025-03-11 Anurag Swarnim Yadav , Joseph N. Wilson

Despite the successes of machine learning (ML) and deep learning (DL) based vulnerability detectors (VD), they are limited to providing only the decision on whether a given code is vulnerable or not, without details on what part of the code…

密码学与安全 · 计算机科学 2021-06-22 Yi Li , Shaohua Wang , Tien N. Nguyen

Recognizing vulnerabilities in stripped binary files presents a significant challenge in software security. Although some progress has been made in generating human-readable information from decompiled binary files with Large Language…

密码学与安全 · 计算机科学 2025-05-29 Nasir Hussain , Haohan Chen , Chanh Tran , Philip Huang , Zhuohao Li , Pravir Chugh , William Chen , Ashish Kundu , Yuan Tian

Software vulnerabilities pose serious risks to modern software ecosystems. While the National Vulnerability Database (NVD) is the authoritative source for cataloging these vulnerabilities, it often lacks explicit links to the corresponding…

Automated detection of vulnerabilities in source code is an essential cybersecurity challenge, underpinning trust in digital systems and services. Graph Neural Networks (GNNs) have emerged as a promising approach as they can learn…

人工智能 · 计算机科学 2025-09-10 David Egea , Barproda Halder , Sanghamitra Dutta