软件导刊2026，Vol.25Issue(8)：199-208,10.DOI:10.11907/rjdk.251377
高级逃逸攻击检测技术研究综述
A Review of Research on Advanced Evasion Attack Detection Techniques
摘要
Abstract
Advanced evasion attack is a new type of attack achieved by combining multiple evasion techniques,which poses a major chal-lenge to modern network defence system.Traditional research focuses on the detection of single evasion means,but lacks systematic research on cross-level advanced evasion attacks.In this paper,the definition of advanced evasion attacks,attack methods,classification of attack techniques,commonly used data sets and detection methods are systematically elaborated.It focuses on the research progress of advanced eva-sion attack detection in the past 5 years,and through the analysis of related detection methods and datasets,it shows that the research on ad-vanced evasion attacks has made some progress,but some detection methods are overly dependent on datasets,and have insufficient detection ability for unknown attacks;the existing public datasets have obvious marking characteristics,which may lead to insufficient generalisation ability of the model in real scenarios.Finally,the challenges and outlook of the research are given.关键词
高级逃逸攻击/检测方法/跨层次攻击/未知攻击/数据集泛化Key words
advanced evasion attack/detection method/cross-level attack/unknown attack/dataset generalisation分类
信息技术与安全科学引用本文复制引用
王英翔,王恒,李雨琛,杨天宇..高级逃逸攻击检测技术研究综述[J].软件导刊,2026,25(8):199-208,10.基金项目
国家自然科学基金项目(62463025) （62463025）
宁夏回族自治区重点研发计划项目(2022BDE03008) （2022BDE03008）
