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MITRE ATLAS White-Box Optimization (AML.T0043.000) - Adversarial White-Box Optimization threat to AI systems

This node addresses MITRE ATLAS technique AML.T0043.000 (White-Box Optimization). In White-Box Optimization, the adversary has full access to the target…

What MITRE ATLAS White-Box Optimization (AML.T0043.000) - Adversarial White-Box Optimization threat to AI systems requires

This node addresses MITRE ATLAS technique AML.T0043.000 (White-Box Optimization). In White-Box Optimization, the adversary has full access to the target model and optimizes the adversarial example directly. Adversarial examples trained in this manner are most effective against the target model. Defending against this technique is required under EU AI Act, NIST AI RMF, and ISO/IEC 42001 obligations; this node operationalises the documented ATLAS mitigations and cross-instrument controls into a deterministic verification workflow. Sub-technique of ATLAS AML.T0043. ATLAS-mapped mitigations: AML.M0003 Model Hardening, AML.M0005 Control Access to AI Models and Data at Rest, AML.M0006 Use Ensemble Methods, AML.M0010 Input Restoration, AML.M0015 Adversarial Input Detection, AML.M0017 AI Model Distribution Methods.

Pillar: AI Governance & Law · Authority: MITRE Corporation · Version: 1.0.1 · Last updated:

Primary source: https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml

SHA-256 integrity: 6ab5324d6731e7583603a17f3a9b400403141cef3e7b020af3c2822ec86cbc7e

Primary Citations — 11 traced to source

  • MITRE ATLAS - White-Box Optimization (AML.T0043.000), https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml#AML.T0043.000, AML.T0043.000 technique entry, 2026
  • EU AI Act - Regulation (EU) 2024/1689 on Artificial Intelligence, https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:32024R1689, Article 15 (Accuracy, Robustness, Cybersecurity), 2024

+ 9 more citations (full bibliography, deterministic workflow, actionable schema and crosswalks) included in the vault unlock — $0.01 via Skyfire / L402 / Direct Base USDC.

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