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Cyber Threat Intelligence for Artificial Intelligence Systems

arXiv 2603.05068 ↗First posted 5 Mar 2026cs.CR cs.AIcited by 0

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Abstract (arXiv)

As artificial intelligence (AI) becomes deeply embedded in critical services and everyday products, it is increasingly exposed to security threats which traditional cyber defenses were not designed to handle. In this paper, we investigate how cyber threat intelligence (CTI) may evolve to address attacks that target AI systems. We first analyze the assumptions and workflows of conventional threat intelligence with the needs of AI-focused defense, highlighting AI-specific assets and vulnerabilities. We then review and organize the current landscape of AI security knowledge. Based on this, we outline what an AI-oriented threat intelligence knowledge base should contain, describing concrete indicators of compromise (IoC) for different AI supply-chain phases and artifacts, and showing how such a knowledge base could support security tools. Finally, we discuss techniques for measuring similarity between collected indicators and newly observed AI artifacts. The review reveals gaps and quality issues in existing resources and identifies potential future research directions toward a practical threat intelligence framework tailored to AI.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 7 of its 36 references that are in the map. First posted on arXiv 5 Mar 2026.

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References · 7

  1. 2023Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injectioncited by 1,339
  2. 2018Detecting Backdoor Attacks on Deep Neural Networks by Activation Clusteringcited by 429
  3. 2023From ChatGPT to ThreatGPT: Impact of Generative AI in Cybersecurity and Privacycited by 137
  4. 2020Preventing Repeated Real World AI Failures by Cataloging Incidents: The AI Incident Databasecited by 95
  5. 2020A Survey on Deep Hashing Methodscited by 47
  6. 2022Threat Assessment in Machine Learning based Systemscited by 9
  7. 2023A Survey on Explainable Artificial Intelligence for Cybersecuritycited by 9

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