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Int. J. Softw. Informatics最新文献

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Deep Generative Crowdsourcing Learning with Worker Correlation Utilization 基于工人相关性利用的深度生成众包学习
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00270
Shaoyuan Li, Menglong Wei, Sheng-Jun Huang
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引用次数: 0
Preface to the Topic of Formal Methods and Their Applications “形式方法及其应用”主题前言
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00252
Cong Tian, Yu Deng, Yu Jiang
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引用次数: 0
Distributed Tip Decomposition on Large Bipartite Graphs 大二部图的分布尖端分解
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00277
Xu Zhou, Tongfeng Weng, Zhibang Yang, Boren Li, Ji Zhang, Kenli Li
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引用次数: 0
Reverse Unfolding of Petri Nets and its Application in Program Data Race Detection Petri网的反向展开及其在程序数据竞争检测中的应用
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00254
Zongyin Hao, Faming Lu
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引用次数: 0
A Secure Multi-party Data Federation System 安全的多方数据联合系统
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00273
Shuyuan Li, Yudian Ji, D. Shi, Wangdong Liao, Lipeng Zhang, Yongxin Tong, Ke Xu
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引用次数: 0
Approach to Generating TAP Rules in IoT Systems Based on Enviro nment Modeling 基于环境建模的物联网系统TAP规则生成方法
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00260
Han Bian, Xiaohong Chen, Zhi Jin, M. Zhang
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引用次数: 0
Deep Learning-Based Hybrid Fuzz Testing 基于深度学习的混合模糊测试
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00261
Fengjuan Gao, Yu Wang, Lingyun Situ, Linzhang Wang
With the rapid development of software techniques, domain-driven software raises new challenges in software security and robustness. Symbolic execution and fuzzing have been rapidly developed in recent decades, demonstrating their ability in detecting software bugs. Enormous detected and fixed bugs demonstrate their feasibility. However, it is still a challenging task to combine the two methods due to their corresponding weakness. State-of-the-art techniques focus on incorporating the two methods such as using symbolic execution to solve paths when fuzzing gets stuck in complex paths. Unfortunately, such methods are inefficient because they have to  基金项目: 国家自然科学基金(62032010); 江苏省研究生科研与实践创新计划 Foundation item: National Natural Science Foundation of China (62032010); Postgraduate Research & Practice Innovation Program of Jiangsu Province 本文由“面向领域的软件系统构造与质量保障”专题特约编辑潘敏学教授、魏峻研究员、崔展齐教授推荐. 收稿时间: 2020-09-13; 修改时间: 2020-10-26; 采用时间: 2020-12-19; jos 在线出版时间: 2021-01-22 or Rearch O ly 高凤娟 等:基于深度学习的混合模糊测试方法 989 switch to fuzzing (resp. symbolic execution) when conducting symbolic execution (resp. fuzzing). This paper presents a new deep learning-based hybrid testing method using symbolic execution and fuzzing. This method tries to predict paths that are suitable for fuzzing (resp. symbolic execution) and guide the fuzzing (resp. symbolic execution) to reach the paths. To further enhance the effectiveness, a hybrid mechanism is proposed to make them interact with each other. The proposed approach is evaluated on the programs in LAVA-M, and the results are compared with that using symbolic execution or fuzzing independently. The proposed method achieves more than 20% increase of branch coverage, 1 to 13 times increase of the path number, and uncover 929 more bugs.
随着软件技术的飞速发展,领域驱动软件对软件的安全性和鲁棒性提出了新的挑战。符号执行和模糊测试在近几十年来得到了迅速发展,证明了它们在检测软件缺陷方面的能力。大量被发现和修复的bug证明了它们的可行性。然而,由于两种方法各自的缺点,将其结合起来仍然是一项具有挑战性的任务。最先进的技术侧重于将这两种方法结合起来,例如当模糊测试陷入复杂路径时,使用符号执行来解决路径。不幸的是,这种方法是低效的,因为它们必须要有这样的结果:基金项目:国家自然科学基金项目(62032010);江苏省研究生创新研究与实践项目本文由“面向领域的软件系统构造与质量保障”专题特约编辑潘敏学教授,魏峻研究员,崔展齐教授推荐。收稿时间: 2020-09-13; 修改时间: 2020-10-26; 采用时间: 2020-12-19; 乔斯在线出版时间:2021-01-22或研究O ly高凤娟等:基于深度学习的混合模糊测试方法989开关起毛(分别地。符号执行),当执行符号执行(如:起毛)。提出了一种基于符号执行和模糊测试的深度学习混合测试方法。这种方法试图预测适合模糊测试的路径。符号执行)和指导模糊测试(参见。符号执行)到达路径。为了进一步提高效率,提出了一种混合机制,使它们相互作用。在LAVA-M程序中对所提出的方法进行了评估,并与单独使用符号执行或模糊测试的结果进行了比较。该方法实现了分支覆盖率提高20%以上,路径数提高1 ~ 13倍,多发现929个bug。
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引用次数: 0
Open Source Software Supply Chain for Reliability Assurance of Operating Systems 面向操作系统可靠性保障的开源软件供应链
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00250
Guanyu Liang, Yanjun Wu, Jingzheng Wu, Chen Zhao
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引用次数: 1
Accelerator Virtualization Framework Based on Inter-VM Exitless Communication 基于虚拟机间无出口通信的加速器虚拟化框架
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00248
Ding Li, Zeyu Mi, Baodong Wu, Xun Chen, Yongwang Zhao, Zuohua Ding, Haibo Chen
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引用次数: 1
Automatic Generation of Large-Granularity Pull Request Description 自动生成大粒度拉取请求描述
Pub Date : 1900-01-01 DOI: 10.21655/ijsi.1673-7288.00253
Li Kuang, Ruyi Shi, Leihao Zhao, Huan Zhang, Honghao Gao
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引用次数: 0
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Int. J. Softw. Informatics
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