MALOnt: An Ontology for Malware Threat Intelligence
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Abstract (arXiv)
Malware threat intelligence uncovers deep information about malware, threat actors, and their tactics, Indicators of Compromise(IoC), and vulnerabilities in different platforms from scattered threat sources. This collective information can guide decision making in cyber defense applications utilized by security operation centers(SoCs). In this paper, we introduce an open-source malware ontology - MALOnt that allows the structured extraction of information and knowledge graph generation, especially for threat intelligence. The knowledge graph that uses MALOnt is instantiated from a corpus comprising hundreds of annotated malware threat reports. The knowledge graph enables the analysis, detection, classification, and attribution of cyber threats caused by malware. We also demonstrate the annotation process using MALOnt on exemplar threat intelligence reports. A work in progress, this research is part of a larger effort towards auto-generation of knowledge graphs (KGs)for gathering malware threat intelligence from heterogeneous online resources.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Jun 2020.
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Citing papers per year: 2021: 3; 2022: 2; 2023: 0; 2024: 1; 2025: 0; 2026: 2.
8 papers.
- 2022Looking Beyond IoCs: Automatically Extracting Attack Patterns from External CTIcited by 27
- 2024CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Modelscited by 12
- 2022CyNER: A Python Library for Cybersecurity Named Entity Recognitioncited by 6
- 2021TINKER: A framework for Open source Cyberthreat Intelligencecited by 4
- 2026TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Constructioncited by 1
- 2026TRACE-CTI: Auditable Post-Extraction Governance of TTP Claims with Knowledge Graphscited by 1
- 2021Ontology-driven Knowledge Graph for Android Malwarecited by 0
- 2021Knowledge mining of unstructured information: application to cyber-domaincited by 0
- 2026TRACE-CTI: Auditable Post-Extraction Governance of TTP Claims with Knowledge Graphs27 Jul 2026
- 2026TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Construction6 Jul 2026
- 2024CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models28 Oct 2024
- 2022Looking Beyond IoCs: Automatically Extracting Attack Patterns from External CTI1 Nov 2022
- 2022CyNER: A Python Library for Cybersecurity Named Entity Recognition8 Apr 2022
- 2021Knowledge mining of unstructured information: application to cyber-domain8 Sep 2021
- 2021Ontology-driven Knowledge Graph for Android Malware3 Sep 2021
- 2021TINKER: A framework for Open source Cyberthreat Intelligence10 Feb 2021