mlsanityData to 7 Oct 2026

Evidential Cyber Threat Hunting

arXiv 2104.10319 ↗First posted 21 Apr 2021cs.CR cs.AIcited by 1

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Abstract (arXiv)

A formal cyber reasoning framework for automating the threat hunting process is described. The new cyber reasoning methodology introduces an operational semantics that operates over three subspaces -- knowledge, hypothesis, and action -- to enable human-machine co-creation of threat hypotheses and protective recommendations. An implementation of this framework shows that the approach is practical and can be used to generalize evidence-based multi-criteria threat investigations.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 4 of its 21 references that are in the map. First posted on arXiv 21 Apr 2021.

Builds on

4 of 21 references.

References · 4

  1. 2020UNICORN: Runtime Provenance-Based Detector for Advanced Persistent Threatscited by 53
  2. 2018HOLMES: Real-time APT Detection through Correlation of Suspicious Information Flowscited by 43
  3. 2018SLEUTH: Real-time Attack Scenario Reconstruction from COTS Audit Datacited by 28
  4. 2021Towards an Open Format for Scalable System Telemetrycited by 2

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Cited by year

Citing papers per year: 2021: 1.

1 paper.