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Axioms

Recognition Geometry

Jonathan Washburn, Milan Lj. Zlatanović, Elshad Allahyarov

Published Jan 26, 2026• 3 citations
Publisher

Abstract

We introduce Recognition Geometry (RG), an axiomatic framework in which geometric structure is not assumed a priori but derived. The starting point of the theory is a configuration space together with recognizers that map configurations to observable events. Observational indistinguishability induces an equivalence relation, and the observable space is obtained as a recognition quotient. Locality is introduced through a neighborhood system, without assuming any metric or topological structure. A finite local resolution axiom formalizes the fact that any observer can distinguish only finitely many outcomes within a local region. We prove that the induced observable map R¯:CR→E is injective, establishing that observable states are uniquely determined by measurement outcomes with no hidden structure. The framework connects deeply with existing approaches: C*-algebraic quantum theory, information geometry, categorical physics, causal set theory, noncommutative geometry, and topos-theoretic foundations all share the measurement-first philosophy, yet RG provides a unified axiomatic foundation synthesizing these perspectives. Comparative recognizers allow us to define order-type relations based on operational comparison. Under additional assumptions, quantitative notions of distinguishability can be introduced in the form of recognition distances, defined as pseudometrics. Several examples are provided, including threshold recognizers on Rn, discrete lattice models, quantum spin measurements, and an example motivated by Recognition Science. In the last part, we develop the composition of recognizers, proving that composite recognizers refine quotient structures and increase distinguishing power. We introduce symmetries and gauge equivalence, showing that gauge-equivalent configurations are necessarily observationally indistinguishable, though the converse does not hold in general. A significant part of the axiomatic framework and the main constructions are formalized in the Lean 4 proof assistant, providing an independent verification of logical consistency.

DOI
10.3390/axioms15020090

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We introduce Recognition Geometry (RG), an axiomatic framework in which geometric structure is not assumed a priori but derived. The starting point of the theory is a configuration space together with recognizers that map configurations to observable events. Observational indistinguishability induces an equivalence relation, and the observable space is obtained as a recognition quotient. Locality is introduced through a neighborhood system, without assuming any metric or topological structure. A finite local resolution axiom formalizes the fact that any observer can distinguish only finitely many outcomes within a local region. We prove that the induced observable map R¯:CR→E is injective, establishing that observable states are uniquely determined by measurement outcomes with no hidden structure. The framework connects deeply with existing approaches: C*-algebraic quantum theory, information geometry, categorical physics, causal set theory, noncommutative geometry, and topos-theoretic foundations all share the measurement-first philosophy, yet RG provides a unified axiomatic foundation synthesizing these perspectives. Comparative recognizers allow us to define order-type relations based on operational comparison. Under additional assumptions, quantitative notions of distinguishability can be introduced in the form of recognition distances, defined as pseudometrics. Several examples are provided, including threshold recognizers on Rn, discrete lattice models, quantum spin measurements, and an example motivated by Recognition Science. In the last part, we develop the composition of recognizers, proving that composite recognizers refine quotient structures and increase distinguishing power. We introduce symmetries and gauge equivalence, showing that gauge-equivalent configurations are necessarily observationally indistinguishable, though the converse does not hold in general. A significant part of the axiomatic framework and the main constructions are formalized in the Lean 4 proof assistant, providing an independent verification of logical consistency.
Resolution Geometry: A Kernel–Stabilizer Geometry of Observability Abstract Resolution Geometry (RG) is a protocol-explicit geometry of observability constructed from the joint observation law of a declared family of experimental protocols. The primitive object is not a covariance decomposition, a dynamical model, or a metric space, but a complete observation system together with the operational rules that determine which distinctions are admissible. Equality of observation laws induces a universal observational equivalence relation whose kernel groupoid represents exact observational ignorance. The resulting quotient provides the canonical domain on which all experiment-internal statements must be defined. Within regular classical statistical experiments, local distinguishability is represented by the Fisher-Rao metric through the standard information-geometric characterization under sufficient-Markov invariance. Admissible observational sectors are selected by a uniquely characterized spectral projector satisfying idempotence, metric self-adjointness, information compatibility, and threshold consistency. Observable sectors transport naturally under experiment isomorphisms and assemble into compatible observable atlases through identity and cocycle laws. The mature structure of RG is organized by two objects: the kernel groupoid of the joint observation law and the effective symmetry group induced by the stabilizer of that law. The kernel identifies observational equivalence, exact ignorance, and quotient structure. The stabilizer determines an effective symmetry group acting faithfully on the observational quotient. Together they provide the organizing principle from which observable geometry is assembled. A central result is a natural-descent theorem. Observable invariants, Fisher geometry, cone fields, clock readouts, transport structures, and distance protocols are shown to arise as pullbacks from law space and therefore descend automatically to the observational quotient. On regular strata, exact ignorance is represented by the kernel groupoid while infinitesimal ignorance is represented by the radical of the Fisher tensor. Representative invariance, kernel basicness, and projectability emerge as consequences of naturality rather than independent assumptions. The framework separates several logically distinct layers. The quotient layer characterizes what an experiment can and cannot distinguish. The metric layer quantifies local distinguishability. The admissibility layer determines which distinguishable directions survive stability, conditioning, nuisance closure, and transport requirements. The symmetry layer determines which higher-level geometric structures are forced. Entropy appears only downstream as a derived quantity associated with observational quotients and unresolved sectors, recovering familiar entropy constructions as special cases rather than primitives. Higher-level physical structure emerges through symmetry content. Lorentzian symmetry forces the quadratic causal cone and conformal class on regular strata. Equal clock kernels generate a duration groupoid whose transition maps satisfy a forced cocycle law and become affine under compatible time flows. Euclidean symmetries determine unique two-point invariants and metric proportionality classes. Counted channels remove dilation freedom and provide the anchor necessary for operational distance identification. Physical distance therefore appears not as a primitive notion but as a derived consequence of observational equivalence, symmetry structure, and experimentally anchored protocols. A covariance realization provides a concrete computational model of the general framework. Schur-complement identities describe observable geometry in the presence of nuisance structure; resolved-null coupling characterizes estimator improvement; canonical correlations provide observable-sector diagnostics; and transport admits gauge-theoretic and globalization interpretations. These realizations supply practical tools for inverse problems, statistical estimation, information geometry, experiment design, and automated sector identification, while remaining consequences of the general theory rather than its axioms. The geometric picture that emerges is not a single smooth manifold. Observable geometry naturally occupies a Whitney-stratified orbit-space bundle whose regular strata support Fisher-Riemannian path geometry, transport, holonomy, and monodromy, while singular strata encode degeneracy structure, admissible distinguishability, kernel transitions, orbit-type changes, and unresolved directions. The resulting assembly combines observational quotients, information geometry, kernel groupoids, symmetry reduction, cocycle descent, and stratified geometry into a unified framework for partial observability. The constituent mathematical ingredients—statistical experiment theory, Fisher geometry, observational quotients, groupoids, symmetry reduction, spectral projectors, Schur complements, canonical correlations, cocycle theory, and stratified geometry—are classical. The contribution of Resolution Geometry is their characterization, integration, and assembly into a single kernel-stabilizer geometry of observability. Scope and non-claims are explicit: the framework does not derive admissibility protocols from first principles, does not identify observability with ontology, does not derive physical laws from information alone, and does not reduce physics to statistics. Its purpose is to characterize, for a declared experiment, the geometry of what can be distinguished, transported, synchronized, measured, and consistently inferred. Repository The static, inferential, classificatory, and dynamical results are facets of a single object and are linked by exact identities; a result from any one layer rests on the invariants of the others. Readers building on any component are asked to cite the framework as a whole. Released under CC BY-NC-ND 4.0, [DOI]; the results are offered in the ordinary scientific manner, with the single request that their common origin be acknowledged.
When does operational distinguishability contain sufficient information to identify physical structure? We address this question through a resource-relative framework of Operational Informational Distinguishability (OID), designed to investigate the mathematical consistency of identifiability across quantum states, information geometry, and physical processes. An operational observer is characterized by (\mathcal{D}=(\mathcal{A},\mathcal{M},\mathcal{R},\delta)), whose labelled outcome distributions define an operational signature and induce equivalence classes of physically indistinguishable realizations. We establish an exact reconstruction criterion: a proposed geometric assignment factors uniquely through the operational signature if and only if it is constant on these equivalence classes. This provides a necessary-and-sufficient condition for operational reconstruction, while separating identifiability from the additional requirements of local non-degeneracy and stability. For faithful finite-dimensional quantum-state manifolds, we establish the measurement–information-geometric hierarchy[g^{(\mathcal{M})}\preceq g^{\mathrm{SLD}}\preceq g^{\mathrm{BKM}}relating measurement-restricted Fisher information, the symmetric logarithmic derivative metric, and the Bogoliubov–Kubo–Mori metric. We clarify the directional attainability of the SLD bound and its distinction from simultaneous multiparameter attainability. As an explicit algebraic result, we characterize the operator span generated by diagonal phase modulation of cyclic-shift eigenstate projectors in the one-excitation sector: it is precisely the constant-diagonal Hermitian subspace, of dimension (N^{2}-N+1), leaving (N-1) independent population directions unresolved. Adjoining site-basis projectors restores informational completeness. This idealized construction is connected to experimentally realized entangled measurements of (W) states. We further extend operational distinguishability to quantum processes through tester-restricted signatures and divergences, explicitly separating signalling from intervention-defined causal influence. Finally, we introduce accumulated information-geometric path length as a candidate operational clock parameter, without identifying it with physical time. By relating these constructions to holographic information-distance bounds, bulk entanglement, conditional mutual information and recovery, and recent approaches to emergent geometry and informational time, we formulate a central testable question: can a common resource-relative distinguishability structure remain identifiable, stable, and compositionally consistent across states, processes, geometry, temporal ordering, and causality? The framework makes both constructive reconstruction and mathematically explicit obstructions possible, providing a falsifiable methodological program rather than presupposing the emergence or unification of physical structure.
We develop a mathematical framework in which physical description is organized through predictively sufficient closure of richer realization spaces. A closure map identifies realizations that are equivalent relative to specified observables, while dynamic sufficiency requires the induced reduced state to support autonomous evolution. This yields a precise formulation of the principle that law can close before realization does: a law-level state may be fully predictive within a declared domain even when multiple underlying realizations remain possible. We distinguish quotient closure, realization fibers, idempotent closure maps, refinement, partial closure, closure memory, obstruction, and saturation of multiple closure constraints. These structures are then tested against explicit physical examples involving compact phase winding, topological defects, gauge compensation, exchange statistics, spinorial closure, quantum measurement channels, and effective propagation geometry. The analysis exposes several limitations of a motivating one-scalar coherence construction. In particular, a smooth exact phase connection has vanishing local curvature; a relative phase does not generate orthogonality or Pauli exclusion; winding alone does not supply spin- or the observed electric-charge spectrum; and a single scalar gradient cannot define a generic nondegenerate four-dimensional metric. Rather than abandoning the coherence hypothesis, these obstructions motivate a minimally enriched effective architecture involving amplitude/phase, gauge connection, spinor, and geometric frame sectors. We distinguish this effective reconstruction from the stronger hypothesis that all such structures descend from a common parent coherence object. The resulting framework does not claim a completed derivation of the Standard Model, general relativity, or quantum measurement. Instead, it identifies the mathematical and physical gates such derivations must satisfy and isolates noncommuting saturation, closure obstruction, representation reconstruction, stable particle sectors, and universal emergent geometry as principal theorem and physics programs. Keywords: closure mathematics; predictive sufficiency; quotient dynamics; gauge theory; topological defects; particle identity; quantum foundations; emergent geometry; noncommuting closure; unification.
This work presents a two-stage first-principles construction for foundational physics. In the first stage, an axiomatic framework is introduced in which physical objecthood is defined exclusively through participation in observation–feedback (OF) processes. At this axiomatic level, no background spacetime, metric, Hilbert space, or symmetry group is assumed a priori. In the second stage, a minimal faithful realization of this framework is adopted, consisting of a set of explicitly stated, controlled algebraic choices that support finite operational distinguishability. Within this minimal realization, a hierarchy of physically significant structures is consistently represented: an internal O(3) symmetry with oriented SO(3) sectors; a Lorentz-type kinematical structure with invariant group SO⁺(3,1) (the proper orthochronous Lorentz group) and an associated invariant propagation scale that occupies the structural role of the conventional speed c; and a minimal closure scale that, under standard action-dimensional normalization, plays a structural role analogous to that of the reduced Planck constant ℏ. This construction thus provides a unified relational setting in which the core kinematical architectures of special relativity and quantum mechanics admit a consistent, operationally grounded representation, realized under explicitly stated minimal assumptions. No derivation of dynamical equations or direct identification with empirical spacetime geometry is claimed.
We develop a mathematical framework in which physical description is organized through predictively sufficient closure of richer realization spaces. A closure map identifies realizations that are equivalent relative to specified observables, while dynamic sufficiency requires the induced reduced state to support autonomous evolution. This yields a precise formulation of the principle that law can close before realization does: a law-level state may be fully predictive within a declared domain even when multiple underlying realizations remain possible. We distinguish quotient closure, realization fibers, idempotent closure maps, refinement, partial closure, closure memory, obstruction, and saturation of multiple closure constraints. These structures are then tested against explicit physical examples involving compact phase winding, topological defects, gauge compensation, exchange statistics, spinorial closure, quantum measurement channels, and effective propagation geometry. The analysis exposes several limitations of a motivating one-scalar coherence construction. In particular, a smooth exact phase connection has vanishing local curvature; a relative phase does not generate orthogonality or Pauli exclusion; winding alone does not supply spin- or the observed electric-charge spectrum; and a single scalar gradient cannot define a generic nondegenerate four-dimensional metric. Rather than abandoning the coherence hypothesis, these obstructions motivate a minimally enriched effective architecture involving amplitude/phase, gauge connection, spinor, and geometric frame sectors. We distinguish this effective reconstruction from the stronger hypothesis that all such structures descend from a common parent coherence object. The resulting framework does not claim a completed derivation of the Standard Model, general relativity, or quantum measurement. Instead, it identifies the mathematical and physical gates such derivations must satisfy and isolates noncommuting saturation, closure obstruction, representation reconstruction, stable particle sectors, and universal emergent geometry as principal theorem and physics programs. Keywords: closure mathematics; predictive sufficiency; quotient dynamics; gauge theory; topological defects; particle identity; quantum foundations; emergent geometry; noncommuting closure; unification.
We develop a comprehensive axiomatic framework for quantum-inspired distance metrics on projective Hilbert spaces, providing a unified foundation that organizes and generalizes existing measures in quantum information theory. Starting from five fundamental axioms, projective invariance, unitary covariance, superposition sensitivity, entanglement awareness, and measurement contextuality, we show that any admissible distance depends solely on state overlap and establish the uniqueness of the Fubini-Study metric as the canonical geodesic distance. Our framework further yields a hierarchy of comparison results relating the Fubini-Study metric, Bures distance, Euclidean distance, measurement-based pseudometrics, and entanglement-sensitive distances. Key contributions include an entanglement-geometry complementarity principle, high-dimensional concentration bounds, and operational interpretations connecting distances to state discrimination and quantum metrology. This work places the geometry of quantum state spaces on a rigorous axiomatic footing, bridging abstract metric theory, information geometry, and operational quantum principles.