Adversarial Threats & Attacks

https://taxonomy.eticas.ai/risk/security-ai-attacks

The risks that arise from adversarial inputs, injected instructions, bypassed safety controls, or corrupted training data.

Mappings to external frameworks

Standards & frameworks

Framework Reference
EU AI Act (Regulation 2024/1689) Article 15(5) — cybersecurity (Recital 76 enumerates poisoning, evasion, confidentiality attacks)
AIUC-1 — AI Underwriting Company Standard Third-party testing of adversarial robustness
NIST AI Risk Management Framework (AI 100-1) Secure & Resilient (adversarial ML)

Taxonomies & vocabularies

Framework Reference
W3C Data Privacy Vocabulary — AI Extension Security Attack
MIT AI Risk Repository AI system security vulnerabilities and attacks
IBM AI Risk Atlas Inference → Robustness → Adversarial robustness