The Information-Thermodynamic Certification: Landauer, Bekenstein, and PAC-Bayes

An information-thermodynamic view of AI certification connecting Landauer erasure cost, Bekenstein bounds, and PAC-Bayes risk certification.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24025920
Primary Topic
Advanced Thermodynamics and Statistical Mechanics
Type
preprint
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preprint

The Information-Thermodynamic Certification: Landauer, Bekenstein, and PAC-Bayes

Stephen P. Lutar
3 links
Zenodo (CERN European Organization for Nuclear Research)
Advanced Thermodynamics and Statistical Mechanics
preprint

The Information-Thermodynamic Certification: Landauer, Bekenstein, and PAC-Bayes

Stephen P. Lutar
preprint en

Abstract

An information-thermodynamic view of AI certification connecting Landauer erasure cost, Bekenstein bounds, and PAC-Bayes risk certification.

Zenodo (CERN European Organization for Nuclear Research)
Advanced Thermodynamics and Statistical Mechanics
DOIOpen Access PDFOpenAlex
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The Information-Thermodynamic Certification: Landauer, Bekenstein, and PAC-Bayes — Stephen P. Lutar · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS