Preprint / scholarly article

PFAD under the Principle of Natural Scarcity

K. Takahashi

Published
DOI
10.5281/zenodo.17220983

Abstract

We introduce a transcendental frame in which bands (state/time bands) formalize where geometry, calibration, and anytime-valid auditing remain meaningful.

Keywords

  • AI
  • large language models
  • anytime-valid inference
  • e-process
  • ville inequality
  • cumulant generating function
  • cgf symmetrization
  • PFAD

Identifiers and source records