Work

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

Year: 2026

Type: preprint

Abstract: Every bound in the estate's 21-formula atlas answers the same question: what is the minimum cost of knowing something? Landauer proved information is physical; Bekenstein proved information occupies space; PAC-Bayes proved information about risk requires samples; the Lambda gate proves admission requires evidence. They are all the same principle.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.24005482

Author: Lutar, Stephen P., Jr.

Language: English

Topic: Computability, Logic, AI Algorithms

Subfield: Computational Theory and Mathematics

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7225414006

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