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One of the most pressing threats to computing systems is software vulnerabilities, which can compromise both hardware and software components. Existing methods for vulnerability detection remain suboptimal. Traditional techniques are both…

密码学与安全 · 计算机科学 2023-09-28 Jin Wang , Zishan Huang , Hengli Liu , Nianyi Yang , Yinhao Xiao

Large Language Models (LLMs) are emerging as transformative tools for software vulnerability detection, addressing critical challenges in the security domain. Traditional methods, such as static and dynamic analysis, often falter due to…

密码学与安全 · 计算机科学 2025-02-19 Ze Sheng , Zhicheng Chen , Shuning Gu , Heqing Huang , Guofei Gu , Jeff Huang

Software testing is aimed to improve the delivered reliability of the users. Delivered reliability is the reliability of using the software after it is delivered to the users. Usually the software consists of many modules. Thus, the…

软件工程 · 计算机科学 2017-01-17 Ping Cao , Zhao Dong , Ke Liu , Kai-Yuan Cai

Autonomous agents based on Large Language Models (LLMs) are increasingly being utilized in complex software systems. However, reliability remains a significant challenge due to unpredictable failures such as hallucinations, execution…

软件工程 · 计算机科学 2026-05-11 Cheonsu Jeong , Younggun Shin

Modern machine learning pipelines leverage large amounts of public data, making it infeasible to guarantee data quality and leaving models open to poisoning and backdoor attacks. Provably bounding model behavior under such attacks remains…

机器学习 · 计算机科学 2024-10-31 Philip Sosnin , Mark N. Müller , Maximilian Baader , Calvin Tsay , Matthew Wicker

Fuzz testing (or fuzzing) is an effective technique used to find security vulnerabilities. It consists of feeding a software under test with malformed inputs, waiting for a weird system behaviour (often a crash of the system). Over the…

密码学与安全 · 计算机科学 2023-03-14 Marcello Maugeri , Cristian Daniele , Giampaolo Bella , Erik Poll

Large language models (LLMs) have been proposed as powerful tools for detecting software vulnerabilities, where task-specific fine-tuning is typically employed to provide vulnerability-specific knowledge to the LLMs. However, existing…

软件工程 · 计算机科学 2025-07-22 Ruijun Feng , Hammond Pearce , Pietro Liguori , Yulei Sui

Current open-source prompt-injection detectors converge on two architectural choices: regular-expression pattern matching and fine-tuned transformer classifiers. Both share failure modes that recent work has made concrete. Regular…

密码学与安全 · 计算机科学 2026-05-19 Thamilvendhan Munirathinam

In modern software development workflows, the open-source software supply chain contributes significantly to efficient and convenient engineering practices. With increasing system complexity, using open-source software as third-party…

软件工程 · 计算机科学 2025-11-18 Zihe Yan , Kai Luo , Haoyu Yang , Yang Yu , Zhuosheng Zhang , Guancheng Li

Database connectors are critical components enabling applications to interact with underlying database management systems (DBMS), yet their security vulnerabilities often remain overlooked. Unlike traditional software defects, connector…

数据库 · 计算机科学 2025-06-16 Ce Lyu , Minghao Zhao , Yanhao Wang , Liang Jie

Knowledge-based systems reason over some knowledge base. Hence, an important issue for such systems is how to acquire the knowledge needed for their inference. This paper assesses active learning methods for acquiring knowledge for "static…

软件工程 · 计算机科学 2020-10-23 Xueqi Yang , Zhe Yu , Junjie Wang , Tim Menzies

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…

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

人工智能 · 计算机科学 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho

Fault detection and diagnosis of electrical motors are of utmost importance in ensuring the safe and reliable operation of several industrial systems. Detection and diagnosis of faults at the incipient stage allows corrective actions to be…

系统与控制 · 电气工程与系统科学 2023-11-28 Sriram Anbalagan , Sai Shashank GP , Deepesh Agarwal , Balasubramaniam Natarajan , Babji Srinivasan

Context: In C, low-level errors, such as buffer overflow and use-after-free, are a major problem, as they cause security vulnerabilities and hard-to-find bugs. C lacks automatic checks, and programmers cannot apply defensive programming…

编程语言 · 计算机科学 2017-12-05 Manuel Rigger , Rene Mayrhofer , Roland Schatz , Matthias Grimmer , Hanspeter Mössenböck

The increasing deployment of large language models (LLMs) in safety-critical applications raises fundamental challenges in systematically evaluating robustness against adversarial behaviors. Existing red-teaming practices are largely manual…

Input sanitization mechanisms are widely used to mitigate vulnerabilities to injection attacks such as cross-site scripting. Static analysis tools and techniques commonly used to ensure that applications utilize sanitization functions.…

密码学与安全 · 计算机科学 2018-04-04 Mahmoud Mohammadi , Bill Chu , Heather Richter Lipford

Systems tend to become more and more complex. This has a direct impact on system engineering processes. Two of the most important phases in these processes are requirements engineering and quality assurance. Two significant complexity…

软件工程 · 计算机科学 2013-03-06 Stephan Weißleder , Hartmut Lackner

Pointers are a powerful, but dangerous feature provided by the C and C++ programming languages, and incorrect use of pointers is a common source of bugs and security vulnerabilities. Making secure software is crucial, as vulnerabilities…

形式语言与自动机理论 · 计算机科学 2024-11-01 Vlad-Alexandru Teodorescu , Dorel Lucanu

Due to the increasing sophistication of web attacks, Web Application Firewalls (WAFs) have to be tested and updated regularly to resist the relentless flow of web attacks. In practice, using a brute-force attack to discover vulnerabilities…

密码学与安全 · 计算机科学 2023-12-14 Mohammadhossein Amouei , Mohsen Rezvani , Mansoor Fateh