What MITRE ATLAS Erode AI Model Integrity (AML.T0031) - Adversarial Erosion of AI Model Integrity Over Time requires
This node addresses MITRE ATLAS technique AML.T0031 (Erode AI Model Integrity). Adversaries may degrade the target model's performance with adversarial data inputs to erode confidence in the system over time. This can lead to the victim organization wasting time and money both attempting to fix the system and performing the tasks it was meant to automate by hand. 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.
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: 291cf19eb3afd64586356b518459b53663c017f494d5befcf38bf7672320472b
Primary Citations — 10 traced to source
- MITRE ATLAS - Erode AI Model Integrity (AML.T0031), https://raw.githubusercontent.com/mitre-atlas/atlas-data/main/dist/ATLAS.yaml#AML.T0031, AML.T0031 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-erode-ai-model-integrity.json — 6-field metadata
- Vault (full node): /api/v1/vault/nodes/mitre-atlas-erode-ai-model-integrity.json — full 13-key payload, $0.01 USDC (L402/Skyfire/Direct Base)
- Canonical URL: https://bidda.com/intelligence/mitre-atlas-erode-ai-model-integrity
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