Evaluating and Detecting Semantic Deviations in SIEM Systems Using Specification-Guided Mutation Testing
编号:55 访问权限:仅限参会人 更新:2026-10-04 23:27:58 浏览:12次 In-person

报告开始:2026年10月13日 16:30(Asia/Ho_Chi_Minh)

报告时间:15min

所在会场:[S3] Track 3: Privacy, Security for Networks [S3-2] Track 3: Privacy, Security for Networks

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摘要
A SIEM pipeline can accept a record yet interpret a field differently from its producer, changing downstream detection output. We evaluate this gap by specification-guided mutation testing on a Kafka/Avro security-analytics platform. The method enumerates 2050 cases over five contracts, five correlation rules, and nine scenarios, derives expected outputs from rule specifications, and attributes each rejection to a validation gate. An audit separates intended semantic mutations from ineffective transformations, serialization failures, and rule controls. Among 50 data mutations that change the input, pass the tested codec round-trip, and are predicted to affect correlation output, existing structural gates block none and the proposed semantic gate blocks 25 (50.0%); on a mechanically expanded variant set it blocks 70/208 (33.7%) output-sensitive cases. Archived runtime experiments add complementary evidence: excluding three runs during an environmental failure, 15 runs contain ten missing target signals and two incorrect correlation keys. Operational silence rests only on the recorded monitoring checks and is not established for every run. The results show a validation-coverage gap in the studied system; they do not estimate attack-detection accuracy or a production false-alarm rate.
关键词
SIEM,data semantic deviation,mutation testing,data schema,, correlation rules,MITRE ATT&CK
报告人
Sy Dao Hua
Student PTIT

稿件作者
Quang Hung Nguyen Posts and Telecommunications Institute of Technology
Sy Dao Hua PTIT
Thi Van Anh Trinh PTIT
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重要日期
  • 会议日期

    10月11日

    2026

    至

    10月14日

    2026

  • 12月30日 2025

    报告提交截止日期

  • 09月28日 2026

    提前注册日期

  • 10月10日 2026

    初稿截稿日期

  • 10月14日 2026

    注册截止日期

主办单位
United Societies of Science
承办单位
Posts and Telecommunications Institute of Technology
协办单位
IEEE Section
IEEE Vietnam Section
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