AI Visibility Operational Boundary and Misattribution Theorem
Abstract
This document defines the operational boundary of AI Visibility and explains why attribution and recall failures are often misattributed to downstream systems rather than to upstream learning conditions. It operates as a supporting theorem to the AI Visibility Canonical Definition and clarifies where responsibility for learning failure originates.
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
- 19 January 2026