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Ontological Bridge: From Kaminsky's Duality Ontology to Khomyakov's KL-Geometric Observer Entropy

Vladimir Khomyakov

Published Apr 8, 2026• 0 citations
Publisher

Abstract

This paper constructs a rigorous mathematical bridge between Kaminsky's ontological duality framework and Khomyakov's KL-geometric theory of observer entropy. The central result establishes a canonical isomorphism between the statistical manifold (𝒫>₀(𝒳), D_KL) and the factor space of Kaminsky's ontological configuration space Ω_W = Subj × Subj under subjective-indistinguishability equivalence. Four theorems are proved: (T1) the ontological flow induces a Markov semigroup on the statistical manifold under an explicit fibre-uniformity assumption; (T2) the KL divergence is the unique f-divergence, up to positive scalar, whose Hessian recovers the Fisher–Rao metric; (T3) ontological observer entropy equals the expected within-fibre KL divergence from the uniform fibre prior; (T4) ontological observer entropy coincides with Khomyakov's observer entropy under a precise operator identification. A monotonicity theorem for subjective entropy is derived from the Shannon chain rule, yielding an entropic arrow of time consistent with physical time ordering. Version 1.2 introduces a new Parametric Realization assumption enabling a rigorous embedding of the ontological trajectory into a smooth parametric statistical family, together with a derived Fisher–Rao scaling theorem establishing the quadratic expansion of ontological observer entropy in terms of the Fisher information metric. These additions provide the missing structural link required to import the information-geometric scaling law into the ontological framework in a formally controlled manner.

DOI
10.5281/zenodo.19468360

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This paper constructs a rigorous mathematical bridge between Kaminsky's ontological duality framework and Khomyakov's KL-geometric theory of observer entropy. The central result establishes a canonical isomorphism between the statistical manifold (𝒫>₀(𝒳), D_KL) and the factor space of Kaminsky's ontological configuration space Ω_W = Subj × Subj under subjective-indistinguishability equivalence. Four theorems are proved: (T1) the ontological flow induces a Markov semigroup on the statistical manifold under an explicit fibre-uniformity assumption; (T2) the KL divergence is the unique f-divergence, up to positive scalar, whose Hessian recovers the Fisher–Rao metric; (T3) ontological observer entropy equals the expected within-fibre KL divergence from the uniform fibre prior; (T4) ontological observer entropy coincides with Khomyakov's observer entropy under a precise operator identification. A monotonicity theorem for subjective entropy is derived from the Shannon chain rule, yielding an entropic arrow of time consistent with physical time ordering. Version 1.2 introduces a new Parametric Realization assumption enabling a rigorous embedding of the ontological trajectory into a smooth parametric statistical family, together with a derived Fisher–Rao scaling theorem establishing the quadratic expansion of ontological observer entropy in terms of the Fisher information metric. These additions provide the missing structural link required to import the information-geometric scaling law into the ontological framework in a formally controlled manner.
This paper establishes a local structural bridge between two recently developed information-geometric frameworks for observer-dependent probability representations on finite state spaces. Background. On the parametric side, the partition-adapted framework of Khomyakov (KLEO v3.24.1) defines observer entropy as the Kullback–Leibler divergence between a parametric distribution and the uniform lift of its coarse-graining, and shows that it scales quadratically with the resolution threshold, with a coefficient determined by the Fisher information matrix. On the empirical side, the Interference-First Reality (IFR) framework of Bianchi (2026) identifies multi-observer objectivity with the Fréchet barycenter of observer-induced distributions in the Jensen–Shannon metric, with almost-sure convergence guaranteed by metric barycenter theory. Principal results. The paper derives four main results: 1. Local Metric Bridge Lemma (Section 3): On the open probability simplex, the Jensen–Shannon divergence satisfies the local quadratic expansion D_JS(p ‖ p + εδ) = (ε²/8) I_p(δ) + O(ε³), where the explicit coefficient 1/8 arises from the midpoint structure of the symmetric divergence. 2. Multi-Observer Quadratic Aggregation Theorem (Section 4): For a partition-adapted parametric family satisfying conditions (A1)–(A3) of Khomyakov (KLEO v3.24.1), the empirical Jensen–Shannon Fréchet barycenter of an N-observer ensemble, centered on the within-class neutral locus, exists uniquely for small ε and coincides to leading order with the weighted Fisher–Rao barycenter of the within-class perturbation directions. The minimal Jensen–Shannon dispersion satisfies a quadratic scaling law governed by the within-class block I_ww(θ₀*) of the Fisher information matrix. 3. Leading-order coincidence of estimators (Corollary 6.1): The variational Fréchet minimizer p_F and the closed-form geometric overlap estimator p_G of Bianchi (2026) agree to order O(ε²) in Jensen–Shannon distance within the local regime. 4. Multi-observer Landauer corollary (Corollary 6.6): Under a per-channel irreversibility assumption and an additivity postulate for independent observer channels, the aggregate energetic cost of barycenter formation is bounded below by k_B T times the Jensen–Shannon dispersion. Scope. The bridge is local in ε (the within-class perturbation amplitude) and finite in N (the number of observers). It does not subsume Bianchi's almost-sure N → ∞ consistency theorem nor Khomyakov's ε → 0⁺ quadratic scaling result; it establishes their structural compatibility in the overlapping regime where both apply. The results are specialized to balanced exponential families (softmax), with explicit worked-example coefficients for four- and five-point state spaces. Domain-specific applicability is assessed against the cross-domain distinguishability hierarchy of Bianchi (2026), Table 14, identifying the low-dispersion regime (d_JS ≲ 10⁻² nats) as the primary domain of validity. Keywords: Jensen–Shannon divergence, Kullback–Leibler divergence, Fisher information, Fisher–Rao metric, multi-observer aggregation, Fréchet barycenter, probability simplex, partition-adapted parameterization, observer entropy, information geometry. MSC 2020: 62B10, 94A17, 53B12, 62F12.
Mathematical Applications of Science Fiction We present a rigorous derivation of the Quantum FisherInformation Metric (QFIM) within the framework of derivedalgebraic geometry and non-commutative spectral theory.By treating the manifold of quantum states as a modulispace of stable sheaves over a non-commutative C∗-algebra,we establish a canonical isomorphism between the tangentbundle of the statistical manifold and the first derived coho-mology group of the entropic structure sheaf. We introducethe Malcor-Bures Spectral Sequence, which converges to theBures metric, and prove that the entropic dynamics gener-ated by the gradient flow of the von Neumann entropy isgeodesically complete with respect to the Wigner-Yanase-Dyson skew information metric. Furthermore, we analyze thestability of these dynamics using motivic L-functions associ-ated with the modular automorphism group, demonstratingthat the information geometry admits a unique hyper-Kählerstructure in the thermodynamic limit.
Abstract This work develops a unified ontological and mathematical framework for fundamental physics based on the Zero‑Entropy Background Topological Structure (ZEBTS) and the four irreducible structural components of χ‑reality: the χ‑metric, χ‑symplectic form, χ‑topology, and χ‑information. Within this framework, physical observables are formulated as χ‑tensors, and the algebra of observables arises from χ‑symplectic geometry rather than postulated commutation relations. The resulting χ‑commutator is a geometric tensor encoding the curvature of χ‑symplectic structure, while χ‑operators inhabit a χ‑manifold equipped with χ‑metric, χ‑symplecticity, χ‑curvature, χ‑topology, and χ‑informational complexity. The theory establishes a complete χ‑spectral formalism, where χ‑measurement is a χ‑topological projection, χ‑superselection emerges as a theorem of χ‑topology and χ‑information, and χ‑entropy is defined through χ‑spectral and χ‑operator entropies. χ‑dynamics is formulated as a χ‑Hamiltonian flow on the χ‑operator manifold, incorporating χ‑geodesics, χ‑topological currents, and χ‑informational gradients. The χ‑Absolute is introduced as the structural limit Iχ→∞, representing the boundary of physically realizable configurations and the ontological attractor of χ‑dynamics. A central result of the framework is that Special Relativity (STR), General Relativity (GTR), and Quantum Phenomena (QP) arise as χ‑projections of the unified χ‑structure: STR as the χ‑metric projection, GTR as the χ‑geometric projection, and QP as the χ‑symplectic projection. Particles appear as χ‑topological defects of χ‑spectrum, and fields arise as χ‑modes of χ‑operators. The theory yields concrete experimental predictions, including χ‑modulations in the CMB, χ‑topological signatures in large‑scale structure, χ‑dispersion of gravitational waves, χ‑entropy bounds in cosmology, and χ‑geometric distortions in astrometric data. Overall, the χ‑framework provides a coherent, mathematically rigorous, and physically testable unification of geometry, topology, quantization, information, and cosmology. It demonstrates that the structure of physical reality is not imposed but emerges from the intrinsic χ‑geometry of being, with ZEBTS as the realized background and χ‑Absolute as the structural limit of the Universe.
This volume develops the formal mathematical representation of the correlational ontology introduced in Book I. Without adding new ontological assumptions, the framework is translated into a precise formal language based on configuration spaces, equivalence classes, order structures, functionals, and operators. Key structures such as the consistency functional, canonical correlational flow, Hessian operator, and projection to observable subspaces are defined rigorously. The mathematical role of gradients, variational structures, spectral analysis, and stability is clarified, while maintaining the non-ontological status of time, dynamics, and laws. The volume emphasizes representational freedom, gauge equivalence, and the distinction between structural objects and effective physical descriptions. It establishes the formal core from which all subsequent physical realizations and predictions are derived. This book functions as the technical backbone of the framework, independent of any particular physical regime.
Ontometry and Supra-Boolean Algebra: Formal Foundations, Geometric Structure, and the Algebra of Intermediate Ontological States This article introduces Ontometry as a formal discipline aimed at modeling ontological states that resist categorical classification within classical Boolean logic. While the mathematical structures employed—Lie-algebraic isomorphisms, tensor decompositions, and operator theory—are standard results of linear algebra and representation theory, their resemantisation constitutes the core contribution of the work. The central object is the supra-Boolean alphabet B* = {0, 1, 0̸, 1̸}, generated by the fundamental predicates of Existence (E) and Manifestation (M). Classical Boolean algebra operates on the phenomenological subset {0,1}, forcing a bivalent choice that fails to capture phenomena exhibiting ontological indetermination, gradual transitions, or essential superposition. The present framework expands this alphabet to four irreducible ontological states—Non-being, Full Being, Pure Potentiality, and Phantasma—and endows the resulting set with algebraic, geometric, and operator-theoretic structure. Key results include: (i) the construction of the Ethereal Operator E, whose involution property and non-commutation with the projectors P_E, P_M establish an ontological uncertainty principle structurally analogous to its quantum counterpart; (ii) the algebraic closure from the discrete set B* to the continuous positive cone R²_+, enabling the modeling of gradual ontological transitions; (iii) the identification of the singlet state |S⟩ as a state of maximum unresolved tension between Existence and Manifestation, emerging inevitably from the decomposition ½ ⊗ ½ = 1 ⊕ 0 and exhibiting maximal entanglement entropy S = ln 2; and (iv) the geometric embedding of the ontometric space T³ into a Lie-algebraic structure isomorphic to so(3), presented here in its static and interpretative dimension. The article does not claim to derive new theorems of linear algebra; rather, it offers an ontological vocabulary for states of essential indetermination that existing formalisms describe mathematically but do not interpret. It is the first instalment of a trilogy that will address Lagrangian dynamics and Noetherian conservation laws (Article II) and applications to artificial intelligence and multi-agent systems (Article III).
Creator:Vitaly Bazarov (Vit-Baz) https://orcid.org/0009-0007-9967-5807 This paper presents a universal, mathematically closed dynamical framework (UAU–ESVG–SAAU–Σ*) that bridges variational calculus, quantum-information geometry, and algebraic quantum field theory. We formulate the evolution of a physical-computational universe as a dissipative gradient flow over a hybrid Wasserstein-Hilbert manifold, rigorously linearized via the Gorini-Kossakowski-Sudarshan-Lindblad (GKSL) generator and Koopman spectral theory. A central theoretical breakthrough of this work is the re-formalization of physical time: time is not postulated as an independent external parameter, but derived emergently as a geometric foliation of the dissipative, non-unitary quantum-information flow over the C∗C^*C∗-algebra of observables. We prove the existence of a "timeless invariant core" (A∗\mathcal{A}^*A∗) and a strictly defined causal arrow driven by entropy minimization. Furthermore, we provide exact analytic and numerical stationary Gaussian solutions for the d=2d=2d=2 spatial reduction. These solutions demonstrate a critical phase transition—an "information black hole" limit (SBHS_{BH}SBH​) where macroscopic scale collapses, the Fisher information metric diverges, and the embedded observer's proper time freezes. Finally, the system's ability to self-modify its own dynamical laws is closed via an ω\omegaω-categorical meta-dynamical limit. This framework provides a fully computable foundation for advanced thermodynamic, cosmological, and autonomous AGI-level computational systems.