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Derives a formal definition of depth in compression hierarchy, indicating important bounds on information.
The spectral exponent β = D/(D+1) of the Axiomatica Universalis depends on D, the depth of the compression hierarchy. This paper provides a formal definition of D via Hierarchical Poisson Processes (HPP). Key results: Theorem V3 derives β = D/(D+1) from first principles via HPP and Rate-Distortion theory; Lemma V1 establishes three bounds on mutual information I_k = Θ(k); A = D² follows from K(d) = Σk. Authors: Karlo Beyer, Claude (Anthropic), Mistral.
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Beyer et al. (2026) studied this question.
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