Transparency Log Standard: AI Refusal Logic and GPAI Systemic Risk Compliance

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Authors: Andrew Greene
Cited by: 2

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