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Nowadays, locating software components responsible for observed failures is one of the most expensive and error-prone tasks in the software development process. To improve the debugging process efficiency, some effort was already made to…

软件工程 · 计算机科学 2013-06-20 Alexandre Perez

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…

Many studies have developed Machine Learning (ML) approaches to detect Software Vulnerabilities (SVs) in functions and fine-grained code statements that cause such SVs. However, there is little work on leveraging such detection outputs for…

软件工程 · 计算机科学 2022-03-17 Triet H. M. Le , M. Ali Babar

Deep Learning (DL)-based methods have proven to be effective for software vulnerability detection, with a potential for substantial productivity enhancements for detecting vulnerabilities. Current methods mainly focus on detecting single…

软件工程 · 计算机科学 2024-04-25 Xin-Cheng Wen , Xinchen Wang , Yujia Chen , Ruida Hu , David Lo , Cuiyun Gao

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

Various approaches are proposed to help under-resourced security researchers to detect and analyze software vulnerabilities. It is still incredibly time-consuming and labor-intensive for security researchers to fix vulnerabilities. The time…

软件工程 · 计算机科学 2023-08-28 Quanjun Zhang , Chunrong Fang , Bowen Yu , Weisong Sun , Tongke Zhang , Zhenyu Chen

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

Indicators of Compromise (IOCs) are artifacts observed on a network or in an operating system that can be utilized to indicate a computer intrusion and detect cyber-attacks in an early stage. Thus, they exert an important role in the field…

计算与语言 · 计算机科学 2019-09-30 Zi Long , Lianzhi Tan , Shengping Zhou , Chaoyang He , Xin Liu

Kubernetes, an open-source platform for automating the deployment, scaling, and management of containerized applications, is widely used for its efficiency and scalability. However, its complexity and extensive configuration options often…

密码学与安全 · 计算机科学 2024-08-08 Eoghan Russell , Kapal Dev

Security patches in open-source software, providing security fixes to identified vulnerabilities, are crucial in protecting against cyberattacks. Despite the National Vulnerability Database (NVD) publishes identified vulnerabilities, a vast…

密码学与安全 · 计算机科学 2021-06-08 Yaqin Zhou , Jing Kai Siow , Chenyu Wang , Shangqing Liu , Yang Liu

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.…

软件工程 · 计算机科学 2024-12-10 Boyu Zhang , Triet H. M. Le , M. Ali Babar

Software vulnerabilities (SVs) have become a common, serious, and crucial concern to safety-critical security systems. That leads to significant progress in the use of AI-based methods for software vulnerability detection (SVD). In…

密码学与安全 · 计算机科学 2024-04-16 Van Nguyen , Xingliang Yuan , Tingmin Wu , Surya Nepal , Marthie Grobler , Carsten Rudolph

Deep Neural Networks (DNNs) are used in a wide variety of applications. However, as in any software application, DNN-based apps are afflicted with bugs. Previous work observed that DNN bug fix patterns are different from traditional bug fix…

软件工程 · 计算机科学 2021-12-09 Mohammad Wardat , Breno Dantas Cruz , Wei Le , Hridesh Rajan

Smart contract transactions are increasingly interleaved by cross-contract calls. While many tools have been developed to identify a common set of vulnerabilities, the cross-contract vulnerability is overlooked by existing tools.…

密码学与安全 · 计算机科学 2022-07-01 Yinxing Xue , Jiaming Ye , Wei Zhang , Jun Sun , Lei Ma , Haijun Wang , Jianjun Zhao

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…

软件工程 · 计算机科学 2024-01-08 Yu Nong , Richard Fang , Guangbei Yi , Kunsong Zhao , Xiapu Luo , Feng Chen , Haipeng Cai

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

Reliably detecting when a deployed machine learning model is likely to fail on a given input is crucial for ensuring safe operation. In this work, we propose DECIDER (Debiasing Classifiers to Identify Errors Reliably), a novel approach that…

计算机视觉与模式识别 · 计算机科学 2024-08-02 Rakshith Subramanyam , Kowshik Thopalli , Vivek Narayanaswamy , Jayaraman J. Thiagarajan

Vulnerable software represents a tremendous threat to modern information systems. Vulnerabilities in widespread applications may be used to spread malware, steal money and conduct target attacks. To address this problem, developers and…

密码学与安全 · 计算机科学 2018-07-06 Maksim Shudrak , Vyacheslav Zolotarev

Fuzzing is utilized for testing software and systems for cybersecurity risk via the automated adaptation of inputs. It facilitates the identification of software bugs and misconfigurations that may create vulnerabilities, cause abnormal…

密码学与安全 · 计算机科学 2023-06-08 Jack Hance , Jeremy Straub

Organizations struggle to handle sheer number of vulnerabilities in their cloud environments. The de facto methodology used for prioritizing vulnerabilities is to use Common Vulnerability Scoring System (CVSS). However, CVSS has inherent…

密码学与安全 · 计算机科学 2022-06-23 Muhammed Fatih Bulut , Abdulhamid Adebayo , Daby Sow , Steve Ocepek
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