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The Spectral Program of the Information Manifold Model: Entropy Production, Scale Flow, Informational Curvature, and Experimental Control

Travis Bergen

Published Feb 23, 2026• 0 citations
Publisher

Abstract

The Information Manifold Model (IMM) is reformulated as a spectral program grounded in operator theory and open quantum systems. Across four core papers, entropy production, scale dependence, informational curvature, and experimental control are unified through the spectral gap of a coherence-restricted generator. Paper I establishes that entropy growth corresponds to spectral contraction of off-diagonal coherence modes under completely positive trace-preserving (CPTP) dynamics, with monotonic von Neumann entropy increase derived via majorization. Paper II introduces a scale-dependent spectral gap and analyzes its flow under coarse-graining, yielding subcritical, critical, and supercritical regimes analogous to renormalization group behavior. Paper III demonstrates that spatial variation of the spectral gap induces conformal deformation of an informational metric, producing curvature through standard geometric identities. Paper IV derives projection density directly from the real spectrum of the coherence-restricted Lindblad generator and provides explicit experimental extraction formulas and falsifiability criteria. The program does not replace quantum mechanics or general relativity. Rather, it provides an operator-theoretic and geometric reformulation of projection–integration dynamics within open-system frameworks.

DOI
10.5281/zenodo.18749764

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The Information Manifold Model (IMM) is reformulated as a spectral program grounded in operator theory and open quantum systems. Across four core papers, entropy production, scale dependence, informational curvature, and experimental control are unified through the spectral gap of a coherence-restricted generator. Paper I establishes that entropy growth corresponds to spectral contraction of off-diagonal coherence modes under completely positive trace-preserving (CPTP) dynamics, with monotonic von Neumann entropy increase derived via majorization. Paper II introduces a scale-dependent spectral gap and analyzes its flow under coarse-graining, yielding subcritical, critical, and supercritical regimes analogous to renormalization group behavior. Paper III demonstrates that spatial variation of the spectral gap induces conformal deformation of an informational metric, producing curvature through standard geometric identities. Paper IV derives projection density directly from the real spectrum of the coherence-restricted Lindblad generator and provides explicit experimental extraction formulas and falsifiability criteria. The program does not replace quantum mechanics or general relativity. Rather, it provides an operator-theoretic and geometric reformulation of projection–integration dynamics within open-system frameworks.
The **Information Manifold Model (IMM) V3** presents a unified scientific framework where physical reality, spacetime, and cognition emerge from a single **informational manifold**. By using six foundational axioms, the model mathematically derives the **determinacy of observations**, suggesting that definite outcomes are a structural consequence of how information is projected. It posits that **Lorentzian spacetime** is not a fixed background but a stable attractor resulting from informational flow and renormalization. The research introduces a **unified variational principle** that seeks to harmonize general relativity, quantum mechanics, and thermodynamics under one informational action. Furthermore, the text predicts **testable deviations** from standard quantum statistics in specific mesoscopic systems, providing a pathway for empirical falsification. Finally, the model extends its reach into **cognitive architecture**, replacing traditional psychiatric categories with a dynamical systems approach to human behavior and perception.
We develop a mathematically rigorous and experimentally testable framework for the classification of physical regimes based on the modular structure of quantum states. The central object of the theory is the modular generator K = −log ρ, which provides a unified language for spectral, geometric, and information-theoretic diagnostics. We introduce a universal instrument panel (MSRO: Modular–Spectral RG Observables) that integrates spectral quantiles, commutator-based response functions, partition-based locality diagnostics, and information-geometric structures. A key requirement of the framework is strong portability: the same diagnostic protocol applies across multiple domains—including open quantum systems, information geometry, entanglement-based models, and RG-like flows—without domain-specific retuning. The main result of the work is the derivation of a universal and experimentally testable scaling law for the modular response signal: ν(λ) ∼ 1 log λ, which characterizes critical regimes in a wide class of quantum systems. We prove that this scaling emerges from spectral asymptotics of the modular operator and establish a strict equivalence between spectral, geometric, and information-theoretic descriptions of criticality: ν ↔ k(q) ↔ I(λ) ↔ K ↔ R ↔ Δ. The framework is supported by functional analytic results (including Fr´echet differentiability of log ρ), operator inequalities (Golden–Thompson, monotonicity of relative entropy), and stability estimates. We further provide a concrete experimental protocol for quantum simulators, including statistical error bounds and Fisher information constraints, making the prediction directly testable. Beyond regime classification, the results suggest a new perspective on criticality as a geometric phenomenon associated with vanishing modular curvature. The approach opens pathways toward large-N limits, quantum field extensions, and the discovery of new classes of non-standard critical behavior.
We establish a mathematically controlled, model-independent proof of the Norm–Expectation Correspondence between the Hilbert–Schmidt norm of the projected temporal-drift generator and the synchronization deviation from the synchronized stationary state in compressed Lie-algebraic observable-dependent renormalization (LA-ODR) algebras. By combining (i) the canonical Wedderburn decomposition of the output algebra, (ii) the spectral theory of primitive quantum dynamical semigroups — including Hilbert–Schmidt contractivity and the variational characterization of the spectral gap — and (iii) the Riemannian geometry of the quantum statistical manifold equipped with the monotone Hilbert–Schmidt metric and Amari–Nagaoka α-connections, we elevate the previously observed Bridge Relation to a universal algebraic–geometric theorem: the Universal Bridge Theorem. The theorem states that, in any Wedderburn-compressed algebra carrying a primitive GKSL generator, the squared Hilbert–Schmidt norm of the projected temporal-drift generator equals the product of the spectral gap and the synchronization deviation, up to a remainder term controlled by the quantum Fisher-information curvature. This remainder vanishes exactly under quantum detailed balance or flatness of the information-geometric connection — conditions automatically satisfied by the natural class of LA-ODR-compressed semigroups satisfying Fast-Sector Orthogonality (FSO) and the Spectral Mixing Condition (SMC), which includes all temporal LA-ODR synchronization models studied to date. We explicitly state FSO and SMC as formal hypotheses and provide a detailed spectral representation of the remainder term in Appendix E. This theorem completes the algebraic and geometric closure of the Temporal Theory of the Universe (TTU)–LA-ODR synthesis, furnishes explicit synchronization rates and curvature diagnostics for quantum networks, trapped-ion platforms, and superconducting circuits, and provides a mathematical framework suggesting a pathway from observable-dependent renormalization toward a geometric theory of emergent spacetime. The result unifies spectral theory, information geometry, and quantum control, opening new avenues for both the mathematical foundations of open quantum systems and the laboratory exploration of dissipation-driven classical reality. Keywords: LA-ODR algebras, TTU–LA-ODR framework, Universal Bridge Theorem, primitive quantum dynamical semigroups, Hilbert–Schmidt geometry, information geometry,; quantum synchronization, emergent spacetime.
This paper presents a closed operator-theoretic framework that unifies microscopic dynamical stability with macroscopic field geometry through the mechanism of spectral gap amplification. We define a fundamental interaction between a generative operator (Omega) and an idempotent contractive projector (Sigma), proving that the infinite spectral limit (Xi to infinity) drives a universal phase transition. In the microscopic regime, we derive the "Solipsistic Phase," where the Gibbs state of a high-dimensional system collapses into a rank-one ground-state projector. We provide analytical and numerical evidence (validated via JAX-accelerated compute) that this transition suppresses von Neumann entropy toward zero and concentrates Fisher information, offering a formal mechanism for quantum measurement and decoherence arrest. In the macroscopic regime, we apply a gap-regularized spectral-action framework to a compact four-dimensional spin manifold. We demonstrate that the same Sigma-projection parameter responsible for microscopic stability yields a canonical field law—the Kim-Einstein Law—which recovers Einstein gravity with renormalized constants. This synthesis provides a first-principles resolution for flat rotation-curve plateaus in galactic dynamics without the requirement of heuristic dark matter assumptions. Numerical telemetry confirms exponential convergence of the overlap defect, establishing the framework's validity across a 100,000-dimensional state space.
We develop a covariant open-system framework in which spacetime curvature directly governs the decoherence of quantum fields on curved backgrounds. Starting from a geometric deformation of the matter wavefunctional and using standard microlocal assumptions, we derive a curvature-dependent Lindblad equation whose local decoherence rate is fixed by scalar curvature invariants through the influence of metric fluctuations. Within this setting we establish a general purity-decay theorem: the reduced state seen by any semiclassical observer undergoes monotonic purity loss, and complete mixing occurs precisely when the curvature-dependent effective rate diverges. To characterize the associated information flow, we construct a geometric entropy func- tional inspired by Perelman’s H-entropy and show that it obeys a monotonicity relation under the induced information-theoretic flow. Finally, we explain how the semiclassical appearance of information loss produced by curvature-driven decoherence is reconciled with global unitarity once nonperturbative gravitational saddles—replica wormholes and quantum extremal surfaces—are included. The resulting picture integrates curvature-induced deco- herence, geometric entropy production, and the unitary Page curve into a single coherent framework.
This paper introduces "spectral gap amplification," a universal operator-theoretic framework designed to enforce the dominance of a protected target mode—such as a quantum ground state or a localized photonic defect—in complex dynamical systems. By applying a highly tuned mathematical projection operator to penalize orthogonal excited states, we artificially widen the spectral gap. This mechanism pushes competing spectral modes toward infinite energy boundaries, effectively mitigating interference, decoherence, and dispersive decay without relying on traditional physical isolation. The work establishes rigorous quantitative bounds and demonstrates that this purely spectral manipulation leads to a universal collapse across physical representations. Key mathematical and physical results include: Spectral Smoothing: Exponential suppression of orthogonal transient states in semigroup dynamics and classical waveguides. Quantum Smoothing: Continuous purification of density matrices toward the protected ground-state manifold in quantum registers. Thermal Collapse: The forced reduction of thermodynamic partition functions into their zero-temperature limits, even in finite-temperature environments. Spectral Action Reduction: The asymptotic collapse of the spectral action in noncommutative geometry, which effectively masks higher-order geometric and curvature invariants from the physical action. Bridging pure functional analysis with applied quantum information and classical photonics, this unified framework provides a rigorous mathematical foundation for advanced coherence control and stabilization via spectral separation.