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Effective Optical Geometry: Theory & Practice

Updated 9 July 2026
  • Effective optical geometry is a multidisciplinary framework that reformulates optical observables to reveal the underlying geometric structure governing measurement, design, and dynamics.
  • It employs quantum metrics, transition geometries, and projective as well as freeform methods to model and optimize phenomena from condensed matter to advanced imaging.
  • Practical implementations include enhanced magnetic circular dichroism in thin films, improved imaging throughput via power diagrams, and metric-guided freeform surface design.

In the arXiv literature, effective optical geometry is not a single standardized doctrine but a family of constructions in which optical observables, optical propagation, or optical devices are reformulated so that an underlying geometry becomes explicit. Depending on the field, that geometry may be the quantum geometry of Bloch states, the projected geometry of transition moments in a wire network, the spatial–angular coupling of a pixel and scene patch, the projective geometry of paraxial rays, the geometry of a freeform surface constrained by Fermat transport, the metric structure of a curved image domain, the Euclidean embedding encoded by optical oscillators, or the optical metric and null congruence structure of spacetime. The unifying feature is that geometry is promoted from background bookkeeping to an operational quantity governing measurement, design, or dynamics.

1. Quantum-geometric optical response

In condensed-matter optics, one precise meaning of effective optical geometry is that linear optical response directly encodes ground-state quantum geometry and topology. For insulating MnBi2_2Te4_4 thin films, the absorptive part of the optical conductivity is written as

σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,

so that Reσxx\mathrm{Re}\,\sigma_{xx} describes ordinary optical absorption and Imσxy\mathrm{Im}\,\sigma_{xy} governs magnetic circular dichroism. The central geometric object is the generalized optical weight

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},

which reduces, in the ωc\omega_c\to\infty limit, to a quantum-metric contribution in the longitudinal channel and a Chern-number contribution in the Hall channel. Specifically,

ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.

Here Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx} is the integrated quantum metric, while the Hall weight converges to the Chern number. The inequality gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}| implies 4_40, with equality restricted to special “ideal metric” cases for a single occupied band (Ghosh et al., 2024).

The MnBi4_41Te4_42 thin films make this correspondence explicit because topology varies strongly with thickness. The reported sequence is: 1SL topologically trivial, 2SL 4_43-symmetric with 4_44, and 3SL a Chern insulator with 4_45. In 3SL, the low-energy bands are strongly inverted and exhibit large quantum metric and Berry curvature near 4_46. The first-principles calculations give 4_47, 4_48, and 4_49, all far above the lower bound σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,0 in the nontrivial case. The same system exhibits an enhanced almost perfect magnetic circular dichroism in the infrared, with a strong MCD window around σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,1, and a nearly σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,2 effect near the σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,3 meV transition because σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,4 there (Ghosh et al., 2024).

A complementary formulation appears in the theory of resonant optical responses, where transition dipole moments are identified as tangent vectors on the manifold

σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,5

For a transition σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,6, the tangent basis is

σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,7

and the Hermitian metric of the transition space is

σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,8

Its real part is a Riemannian metric and its imaginary part a symplectic form. The corresponding Hermitian connection and curvature enter linear conductivity, injection current, shift current, and third-order photovoltaic Hall response. In a 2D massive Dirac fermion, the Hermitian-curvature contribution yields a sign reversal of the antisymmetric third-order conductivity at

σabs=ReσL+iImσH,\sigma^{abs}=\mathrm{Re}\,\sigma^L+i\,\mathrm{Im}\,\sigma^H,9

A recurring misconception is that this optical geometry is simply the Fubini–Study geometry of one band. In the multiband theory it is instead pair-specific transition geometry, and it reduces to the familiar single-band form only when the Hilbert space is effectively two-level (Ahn et al., 2021).

2. Band dynamics, effective-mass theory, and projected transition geometry

In effective-mass theory, the geometric content of Bloch states appears when the overlap Reσxx\mathrm{Re}\,\sigma_{xx}0 is kept to second order in momentum difference rather than approximated by Reσxx\mathrm{Re}\,\sigma_{xx}1. The resulting single-band effective equation contains two gauge-invariant corrections: Reσxx\mathrm{Re}\,\sigma_{xx}2 and

Reσxx\mathrm{Re}\,\sigma_{xx}3

The first acts as an effective spin-orbit coupling generated by Berry curvature, and the second as an effective Darwin term generated by the quantum metric. In multivalley settings, the valley label acts as a pseudospin, and the Berry curvature at each valley determines the sign and strength of the effective SOC. Applied to an inversion-broken honeycomb optical lattice with a larger honeycomb superlattice, this construction produces a generalized Kane–Mele-type model. The phase transition occurs at

Reσxx\mathrm{Re}\,\sigma_{xx}4

with Reσxx\mathrm{Re}\,\sigma_{xx}5 for Reσxx\mathrm{Re}\,\sigma_{xx}6 and Reσxx\mathrm{Re}\,\sigma_{xx}7 for Reσxx\mathrm{Re}\,\sigma_{xx}8. The proposal is notable because the “spin” is a valley pseudospin and the SOC is generated by host-lattice geometry rather than Raman coupling between internal atomic states (Li et al., 2017).

A distinct but related use of the term appears in quantum graphs, where effective optical geometry means the geometry seen after each wire segment’s local coordinates are projected into the laboratory frame. For a segment at angle Reσxx\mathrm{Re}\,\sigma_{xx}9,

Imσxy\mathrm{Im}\,\sigma_{xy}0

The transition moments entering the sum-over-states expressions for the first and second hyperpolarizabilities therefore depend explicitly on segment orientation through these projections. In the infinite-confinement limit, the transverse wavefunctions do not contribute to Imσxy\mathrm{Im}\,\sigma_{xy}1 and Imσxy\mathrm{Im}\,\sigma_{xy}2, but they remain essential for the Thomas–Reiche–Kuhn sum rules. Numerically, some loop geometries strongly enhance the first hyperpolarizability: certain isosceles triangles reach

Imσxy\mathrm{Im}\,\sigma_{xy}3

while four-edge loops reach

Imσxy\mathrm{Im}\,\sigma_{xy}4

By contrast, the second hyperpolarizability is always negative or zero for the closed loops studied, with largest magnitude about

Imσxy\mathrm{Im}\,\sigma_{xy}5

The paper’s geometric conclusion is that confinement sets the spectrum, while lab-frame projection of segment transition moments controls whether the nonlinear response is enhanced or suppressed (Shafei et al., 2012).

3. Pixel throughput, paraxial projective geometry, and explicit imaging geometry

In radiometric imaging, the paper on the optogeometric factor formalizes a pixel-level version of geometric optical throughput. The scene-based definition is

Imσxy\mathrm{Im}\,\sigma_{xy}6

and under ideal geometric-optical conditions it is approximated by

Imσxy\mathrm{Im}\,\sigma_{xy}7

The equivalent sensor-side paraxial form is

Imσxy\mathrm{Im}\,\sigma_{xy}8

while the scene-side compact form is

Imσxy\mathrm{Im}\,\sigma_{xy}9

The effective optogeometric factor accounts for inactive detector area through

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},0

Under uniform radiance and ideal optics, the radiometric bridge is

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},1

Here effective optical geometry means the explicit spatial–angular coupling between one pixel and its scene footprint, separated from fill factor and other calibration terms. The validity conditions are equally explicit: geometric optics, paraxial regime, planar scene, uniform radiance over the footprint, no vignetting or clipping, negligible diffraction, constant transmittance, Lambertian or diffuse emission, and square pixels with well-defined pitch (Jan et al., 12 Aug 2025).

A different explicit geometrization of imaging appears in the homogeneous-coordinate reformulation of paraxial optics. Instead of representing a ray by height and slope alone, a ray is encoded as the oriented line

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},2

so that the usual paraxial ray Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},3 corresponds to

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},4

Standard Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},5 ABCD matrices then embed into a Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},6 ray-transfer matrix, and exact laboratory translations and rotations are written as

Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},7

An optical element tilted by Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},8 and translated by Wαβ1(ωc)=0ωcdωσαβabs(ω)ω,W^1_{\alpha\beta}(\omega_c)=\int_0^{\omega_c} d\omega\,\frac{\sigma^{abs}_{\alpha\beta}(\omega)}{\omega},9 is transformed by conjugation,

ωc\omega_c\to\infty0

Projective duality then yields a direct point-transfer matrix

ωc\omega_c\to\infty1

This removes the usual requirement that every element be centered and normal to a single optical axis, and it treats finite points and ideal points at infinity within the same algebraic framework (Corcovilos, 2022).

4. Freeform surfaces, caustic design, and surface-based inverse optics

In freeform lens design, effective optical geometry is a vector-based analytical construction of surfaces from optical paths rather than from chief rays, marginal rays, or cardinal points. The framework replaces the classical set of ray-tracing rules by a reduced set of vector formulas built from an arbitrary optical path ωc\omega_c\to\infty2, a reference optical path, Fermat’s principle,

ωc\omega_c\to\infty3

and vector Snell–Descartes relations. Once a point on the first surface, the object and image points, the refractive indices, and the internal ray direction are fixed, the next surface point is obtained analytically. The same formalism is extended to refractive, reflective, and catadioptric systems, with no fixed optical axis and with explicit geometric admissibility conditions to avoid discontinuities and self-intersections. Aberration control is imposed surface by surface through alignment of actual and ideal normals rather than through post hoc global ray-intercept error (Valencia-Estrada et al., 2019).

For non-imaging optics, the paper “Light in Power” casts mirror and lens design as an exact light energy conservation problem,

ωc\omega_c\to\infty4

and shows that the visibility cells ωc\omega_c\to\infty5 for eight design problems are all slices of a 3D power diagram: ωc\omega_c\to\infty6 The framework covers collimated versus point sources, mirrors versus lenses, and convex versus concave or dual parameterizations. The algorithm is described as generic and parameter-free, uses a damped Newton method, and supports both far-field targets given by directions and near-field targets given by finite points. Here the effective geometry is the restricted power-diagram structure that unifies otherwise different caustic-design problems (Meyron et al., 2017).

A more recent development treats freeform surface design as a single end-to-end optimization over a triangle mesh. The optimized quantity is

ωc\omega_c\to\infty7

where the rendered distribution is compared directly with a target image. The renderer is face-based: each triangle has a constant normal, and the flux transferred from one face to the receptive plane is computed analytically rather than by stochastic ray sampling. To escape local minima, the method alternates this local optimization with a face-based semi-discrete optimal transport step solved through power diagrams. Fabrication-aware constraints include a height-field or no-overlap condition, a minimum triangle-area barrier, a total-internal-reflection barrier, and a piecewise smoothness term based on per-face curvature and robust edge consistency. The reported physical motivation is explicit: a surface may look correct in simulation and fail physically if it is too rough, too thin, self-overlapping, or optically invalid (Sun et al., 2024).

5. Geometry-aware generative models and optical hardware as geometric solvers

In generative image synthesis, effective optical geometry appears as conditioning on the geometry of image formation itself. The model AnyLens augments a latent diffusion model with a 2-channel per-pixel coordinate field that specifies, for each generated pixel, its source location in a canonical undistorted view. Training uses a Brown–Conrady / OpenCV lens distortion model with coefficients ωc\omega_c\to\infty8 and a randomly sampled focal center. Because warping changes local density, self-attention is reweighted by

ωc\omega_c\to\infty9

where ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.0 is obtained from the Jacobian determinant of the warp. The framework is then generalized from coordinate conditioning to metric tensor conditioning, with the sphere metric given explicitly by

ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.1

The model was fine-tuned for 500k steps with batch size 256, and the FID on standard uniform-grid conditioning remained 17.5 on MS-COCO. For spherical texturing, the human evaluation reported preferences of 58% for the proposed model, 12% for the base model, and 30% skipped. The paper’s central corrective claim is that lens effects are not merely a text-prompt style; text-only prompts such as “fisheye photo” do not enforce the correct pixel geometry, whereas geometry conditioning does (Voynov et al., 2023).

In optical computing, the phrase denotes a geometry recovered directly in optical state space. Distance-based optimization is formulated as

ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.2

and, in the 2D implementation,

ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.3

Thus the complex amplitude and phase of an optical oscillator encode point coordinates, and pairwise squared Euclidean distances become ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.4. Two solution strategies are developed: gain-based bifurcation (GBB) and canonical transformation (CT). The CT method introduces auxiliary real oscillators ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.5 to replace difficult complex-conjugate feedback, while two stabilizing enhancements—asynchronous update and steepened gradient—address time-scale mismatch between ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.6 and ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.7. The formulation is presented as adaptable to coupled lasers, polariton condensates, and photonic integrated circuits. A notable caution in the paper is that combining asynchronous update and steepened gradient does not necessarily outperform using either one alone, because both target the same mismatch mechanism (Li et al., 15 Jul 2025).

6. Relativistic optical geometry, null congruences, and effective media in spacetime

In general relativity, optical geometry is the spatial geometry whose geodesics reproduce the spatial projections of null rays. The Gibbons–Werner approach applies the Gauss–Bonnet theorem to a domain bounded by the light ray and a large circular arc, yielding the weak-deflection relation

ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.8

in the asymptotically flat case. For Schwarzschild, the optical metric on the equatorial plane is Riemannian and gives the familiar leading-order deflection ReWxx1()=e22Kxx,ImWxy1()=e24Cxy.\mathrm{Re}\,W^1_{xx}(\infty)=\frac{e^2}{2\hbar}K_{xx}, \qquad \mathrm{Im}\,W^1_{xy}(\infty)=-\frac{e^2}{4\hbar}C_{xy}.9. For Kerr, the Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}0 term makes the optical geometry asymmetric and effectively Randers/Finsler-like rather than purely Riemannian. The reduced diagonal optical metric captures only an Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}1 correction, while the linear-in-Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}2 prograde–retrograde asymmetry is tied to the full frame-dragging structure (Bloomer, 2011).

A recent refinement uses isothermal coordinates on the equatorial optical manifold. Writing

Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}3

the Gaussian curvature becomes

Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}4

so the Gauss–Bonnet curvature-area term converts into a pure boundary term. With an isothermal-circle closure, the total deflection angle reduces in weak lensing to a one-dimensional boundary integral along a flat reference ray, and finite source and receiver distances enter only through endpoint data. The construction reproduces finite-distance Schwarzschild deflection, the leading charge correction for Reissner–Nordström, and the explicit Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}5 and mixed Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}6 terms for Kottler. The residual normalization freedom Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}7 shifts Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}8 but leaves observables invariant (Övgün et al., 11 Jan 2026).

The same geometric reorganization appears in wave optics on black-hole backgrounds. Starting directly from the source-free Maxwell equations on a static spherically symmetric spacetime, axial and polar perturbations reduce to the same parity-independent master equation, displaying exact electromagnetic isospectrality in four dimensions. After the field redefinition Kxx=2π[dk]gxxK_{xx}=2\pi\int[d\mathbf{k}]\,g_{xx}9, the radial equation becomes

gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|0

which motivates the effective refractive index

gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|1

For Schwarzschild, this yields a closed analytical form that combines gravitational redshift, curvature scattering, and the angular-momentum barrier within one optical quantity. Near the horizon, gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|2; asymptotically, gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|3; and regions with gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|4 are interpreted as evanescent (Guvendi et al., 7 Apr 2026).

At the most abstract level, an optical geometry can be defined as a Lorentzian manifold equipped with a null line distribution gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|5. In that formulation, the canonical filtration

gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|6

defines a screen bundle gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|7, and the intrinsic torsion of the associated gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|8-structure decomposes into the optical invariants of a null congruence: expansion, twist, and shear. For a geodesic congruence generated by gxx+gyyFxyg_{xx}+g_{yy}\ge |F_{xy}|9, these are defined by

4_400

and

4_401

The framework extends further to generalized optical geometries in the sense of Robinson and Trautman, where the equivalence class of Lorentzian metrics is

4_402

This language places Kundt, Robinson–Trautman, contact-geometric, and CR-structural cases within one intrinsic-torsion formalism (Fino et al., 2020).

A plausible synthesis is that effective optical geometry functions across these literatures as a recurring strategy rather than a single definition: optical data are reorganized until geometry becomes the directly measured, directly optimized, or directly propagated object. In quantum matter this geometry is encoded in conductivity weights and transition metrics; in imaging and design it is encoded in throughput factors, power diagrams, triangle meshes, and homogeneous coordinates; in generative models it is encoded in warp fields and metric tensors; in optical hardware it is encoded in oscillator amplitudes and phases; and in relativity it is encoded in optical metrics, null congruences, and effective refractive indices.

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