What MITRE ATLAS Manual Modification (AML.T0043.003) - Adversarial Manual Modification threat to AI systems requires
This node addresses MITRE ATLAS technique AML.T0043.003 (Manual Modification). Adversaries may manually modify the input data to craft adversarial data. They may use their knowledge of the target model to modify parts of the data they suspect helps the model in performing its task. The adversary may use trial and error until they are able to verify they have a working adversarial input. 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.M0004 Restrict Number of AI Model Queries, AML.M0006 Use Ensemble Methods, AML.M0010 Input Restoration, AML.M0015 Adversarial Input Detection.
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: 3677588b7e955aaf1b10834bba2f0ef256a1e366602da465c3ce18f2ae293418
Primary Citations — 10 traced to source
- MITRE ATLAS - Manual Modification (AML.T0043.003), https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml#AML.T0043.003, AML.T0043.003 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
+ 8 more citations (full bibliography, deterministic workflow, actionable schema and crosswalks) included in the vault unlock — $0.01 via Skyfire / L402 / Direct Base USDC.
Access
- Discovery (free): /api/v1/nodes/mitre-atlas-manual-modification.json — 6-field metadata
- Vault (full node): /api/v1/vault/nodes/mitre-atlas-manual-modification.json — full 13-key payload, $0.01 USDC (L402/Skyfire/Direct Base)
- Canonical URL: https://bidda.com/intelligence/mitre-atlas-manual-modification
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