Work

The Free-Energy Certification: PAC-Bayes Bounds as Governed AI Admission Criteria

Year: 2026

Type: preprint

Abstract: A formal bridge between PAC-Bayes generalization bounds and the free-energy principle, yielding governed admission criteria with measured risk bounds.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.24005480

Author: Lutar, Stephen P., Jr.

Language: English

Topic: Machine Learning and Algorithms

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7225395690

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