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基于图对抗攻击的软件设计安全性研究

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针对图对抗攻击在软件设计安全性领域的应用和防御策略进行深入研究.明确图对抗攻击的基本原理和常见方法,包括边缘攻击、节点注入攻击和特征攻击.在软件安全机制设计方面,强调图数据验证、增强图神经网络模型鲁棒性、实施异常检测机制、应用层面安全措施和分层安全策略的重要性.未来的研究将聚焦于提升图数据防护能力、增强模型鲁棒性、跨领域合作、发展自适应防御机制和建立相关法规标准.这些研究对提高软件系统抵御图对抗攻击的能力、保障数据和模型安全具有重要意义.
Research on Software Design Security Based on Graph Against Attack
The application and defense strategy of graph countermeasure attack in the field of software design security are deeply studied.Clarify the basic principles and common methods of graph against attacks,including edge attack,node injection attack and feature attack.In the aspect of software security mechanism design,the importance of graph data validation,enhancing the robustness of graph neural network model,implementing anomaly detection mechanism,application level security measures and layered security strategy is emphasized.Future research will focus on improving graph data protection capabilities,enhancing model robustness,cross domain cooperation,developing adaptive defense mechanisms and establishing relevant regulations and standards.These researches are of great significance to improve the ability of software system to resist graph attack and ensure the security of data and model.

graph against attacksoftware designsecurity mechanism

刘毅航、王希胤

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华北理工大学,河北唐山 063200

图对抗攻击 软件设计 安全机制

2024

软件
中国电子学会 天津电子学会

软件

影响因子:1.51
ISSN:1003-6970
年,卷(期):2024.45(3)
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