Transparency Log Standard: AI Refusal Logic and GPAI Systemic Risk Compliance
Abstract
A standardised architecture for the deployment of machine-readable, cryptographically anchored Transparency Logs for General Purpose AI (GPAI) and Model-as-a-Service (MaaS) deployments. Defines structural demarcation criteria for operational telemetry, refusal logic disclosure requirements, a tiered compliance framework (Tier 1-3), and a JSON-LD verification schema (Appendix A) for machine-readable audit manifests. Designed to assist platform operators in demonstrating verifiable alignment with accountability frameworks including Article 12 of the EU AI Act and Section 5 of the FTC Act.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Adversarial Robustness in Machine Learning
Explainable Artificial Intelligence (XAI)
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 13 June 2026