computo ergo sum

2026-10-01 · chapter Yang–Mills and the mass gapPart 8 A dictionary of two vocabulariesmass and length

The whole book Contents and reading orders
  1. Part 0 Entrance — how to read this book
  2. 0-01 How to read this book
  3. 0-02 One picture
  4. 0-03 Reading the problem statement word by word
  5. 0-04 Four dimensions in mathematics and four dimensions in physics
  6. Part 1 Mathematical preparation
  7. 1-01 Vector spaces and linear maps
  8. 1-02 What a group is
  9. 1-03 Lie groups and Lie algebras
  10. 1-04 SU(2) and SU(3)
  11. 1-05 Manifolds and tangent spaces
  12. 1-06 Differential forms and the exterior derivative
  13. 1-07 Vector bundles and connections
  14. 1-08 Probability and measure
  15. 1-09 Probability in infinite dimensions
  16. 1-10 Hilbert spaces and self-adjoint operators
  17. 1-11 Fourier analysis and distributions
  18. 1-12 Detour: what happens only in four dimensions
  19. Part 2 Physical preparation
  20. 2-01 Lagrangians and the action
  21. 2-02 The idea of a field
  22. 2-03 Electromagnetism is a gauge theory
  23. 2-04 Special relativity and spacetime
  24. 2-05 The bones of quantum mechanics
  25. 2-06 The harmonic oscillator and creation and annihilation
  26. 2-07 The idea of the path integral
  27. 2-08 Statistical mechanics and phase transitions
  28. 2-09 Detour: the gap and the correlation length in the Ising model
  29. 2-10 The relaxation time and the dynamical exponent z
  30. Part 3 Yang–Mills theory (classical)
  31. 3-01 The gauge principle
  32. 3-02 Non-abelian gauge fields
  33. 3-03 The action and the equations
  34. 3-04 Gauge theory as geometry
  35. 3-05 Instantons and topology
  36. 3-06 Detour: Donaldson and exotic R⁴
  37. 3-07 Yang–Mills inside the Standard Model
  38. Part 4 Quantisation
  39. 4-01 Canonical quantisation and the Hamiltonian
  40. 4-02 The path integral and Euclideanisation
  41. 4-03 Perturbation theory and Feynman diagrams
  42. 4-04 Divergences and renormalisation
  43. 4-05 The algebra of divergences
  44. 4-06 Asymptotic freedom
  45. 4-07 Dimensional transmutation and Λ
  46. 4-08 Gauge fixing and Faddeev–Popov
  47. 4-09 The axioms of quantum field theory
  48. 4-10 The Osterwalder–Schrader axioms and reconstruction
  49. 4-11 The definition of the mass gap
  50. 4-12 Detour: the perturbation series diverges
  51. Part 5 Lattice gauge theory
  52. 5-01 Wilson's lattice
  53. 5-02 The strong-coupling expansion
  54. 5-03 Reflection positivity and the transfer matrix
  55. 5-04 The infinite-volume limit and the cluster expansion
  56. 5-05 Weak coupling and the continuum limit
  57. 5-06 How U(1) differs from the non-abelian case
  58. 5-07 The Monte Carlo method
  59. 5-08 Measuring glueballs and the string tension
  60. 5-09 What to hold fixed when taking the limit
  61. 5-10 Lattice gauge theory with finite groups
  62. 5-11 Detour: Bakry–Émery and one-link integration
  63. Part 6 Constructive field theory
  64. 6-01 What constructive field theory is
  65. 6-02 Solvability in two dimensions and the Yang–Mills measure
  66. 6-03 Constructing scalar fields
  67. 6-04 The cluster expansion
  68. 6-05 The sequence of renormalisation group steps
  69. 6-06 Ultraviolet stability of three-dimensional Yang–Mills
  70. 6-07 Four dimensions
  71. 6-08 Triviality of φ⁴ in four dimensions
  72. 6-09 Stochastic quantisation and regularity structures
  73. 6-10 Where four dimensions stops
  74. 6-11 Obstacles other than divergence
  75. 6-12 Detour: "if 1/0 is given a symbol"
  76. Part 7 From the side of physics
  77. 7-01 How physics sees it
  78. 7-02 Mechanisms of confinement
  79. 7-03 The string picture
  80. 7-04 Large N
  81. 7-05 String theory and extra dimensions
  82. 7-06 How extra dimensions become invisible
  83. 7-07 Where gauge fields come from
  84. 7-08 Holography
  85. 7-09 The mass gap becomes geometry
  86. 7-10 Back to four dimensions
  87. 7-11 Supersymmetry and Seiberg–Witten
  88. 7-12 The sentence that plays the role of an equivalence principle
  89. 7-13 Where the way physics digs parts from mathematics
  90. Part 8 A dictionary of two languages — the physical and the mathematical view
  91. 8-01 How to read the dictionary
  92. 8-02 Dictionary A
  93. 8-03 Dictionary B
  94. 8-04 Dictionary C
  95. 8-05 The physical counterparts of our assumptions
  96. Part 9 Where things stand, and open tasks
  97. 9-01 How far the world has come
  98. 9-02 Where the two ways of digging part
  99. 9-03 Candidates for new concepts
  100. 9-04 The list of open tasks
  101. 9-05 Common misconceptions
  102. Part 10 Towards a proof of the mass gap — building the first step of the staircase
  103. 10-00 Entrance — the staircase, and the random walk, the ruler and the clock
  104. 10-01 The line of construction and Assumption H
  105. 10-02 Roads tried on the four-dimensional lattice, and walls
  106. 10-03 The four steps of the staircase — why we start from 0+1 dimensions
  107. 10-04 The path measure of the double well, and kinks
  108. 10-05 The statement of the first step — four conditions and Proposition 4.5
  109. 10-06 (H1) Local Poincaré within a phase
  110. 10-07 The map of (H2) — seven routes and the seam of the ring
  111. 10-08 What computer-assisted means — the conditions on the chain inside the window
  112. 10-09 The sector framework and the three strands of route 5
  113. 10-10 The list of detour plans — types of breakage
  114. 10-11 (H3)(H4) and the constant of the core
  115. 10-12 The integrated table and the dependency graph
  116. 10-13 Lean statements and the limits of machine checking
  117. 10-14 Reconciliation — the numbers of the record and the known numbers
  118. 10-15 What remains and its cost — the distance to a theorem
  119. 10-16 What is not claimed
  120. 10-17 Insights and small questions
  121. Part 11 Further considerations — beyond Assumption H, and other views
  122. 11-00 Further considerations — entrance
  123. 11-01 One form that obstructs H — a nearly conserved global quantity
  124. 11-02 Choosing the ruler and the coordinates again — the length at which conservation breaks
  125. 11-03 Two ways to repair H — the sector H and the local H
  126. 11-04 Which H the one-sided bridge needs
  127. 11-05 Making time continuous — the Hamiltonian lattice and the vacuum measure
  128. 11-06 Paying with rarity instead of convexity — renormalisation on groups and log-Sobolev
  129. 11-07 Because it is four dimensions — the dimensionless coupling and topology
  130. 11-08 Questions, and what is not claimed
  131. 11-A1 Table of notation for Part 11
  132. Appendices
  133. A-01 Table of notation
  134. A-02 Glossary
  135. A-03 Guide to the literature
  136. A-04 Lean and machine checking
  137. A-05 How this book was made
  138. A-06 Index of assumptions

Dictionary B: mass and length — pairs that overlap on the lattice and come apart on the side of the limit

What this chapter shows — We pair 20 physical words about "mass" and "length" with mathematical words, and see two layers: an inner layer where they overlap once the lattice is fixed, and an outer layer, on the side where the lattice spacing is sent to 0, where the conditions gather. We also fix here the distinction between "two times" and two η\eta.

Prerequisite chapters — 4-11, 5-08 and 2-08. The Poincaré constant is in 1-10, and the two columns of grades in 8-01. Words not in the prerequisite chapters (asymptotic freedom, stochastic differential equations, log-Sobolev, mixing time, the Polyakov loop, central charge, and so on) are defined in a line each where they are used.

Said first — We only line up correspondences; we show neither the mass gap, nor confinement, nor the continuum limit. The assumptions of the record kept on this machine (Assumption H and others) remain assumptions.

The order of this chapter
  1. The overall picture — two layers, two-column grades, how to read Table 0
  2. The mass gap and the correlation length — lattice units and physical units
  3. Potential, string tension, confinement — only one direction is a theorem
  4. Λ, one scale, glueballs — the distinction between a gap and a particle
  5. Two times — HTH_T and LL, the unit of time
  6. Autocorrelation times and the Poincaré constant — times that split into three
  7. Critical slowing down — zz, the conventional theory, the variational lower bound, two η\eta. Detour: for the free field the relaxation time equals the susceptibility
  8. Fluctuations of the tube and topological freezing — effective strings, Wulff, bottlenecks. Detour: sectors of topological charge and narrow passages

01

The overall picture — two layers and two-column grades

In physics, mass and length are two sides of one coin. More precisely, in units with ℏ=c=1\hbar=c=1 the inverse of a mass has the dimension of length; the force carried by a particle of mass mm stops reaching beyond a distance of about 1/m1/m (Yukawa type, 3-01), and correlations fade as e−r/ξe^{-r/\xi} with ξ=1/m\xi=1/m. In mathematics this one number splits into separate quantities: the spectral gap, the decay rate of correlations, and the rate of relaxation of a stochastic dynamics.

The pairs of Table 0 fall into two layers. The inner layer is pairs that become the same thing by the spectral theorem alone (1-10) once the lattice spacing aa and the dynamics are fixed (the gap of the transfer matrix and the decay rate of correlations, for example). The outer layer is pairs that appear where ξ→∞\xi\to\infty and a→0a\to0 are joined, and the conditions and the Unsettled grades gather there.

The two columns of the table are the grades of 8-01. (a) is "if both objects existed, would they be the same?": to the three grades Settled, Conditional and Unsettled we add "Does not correspond" for pairs known to be different quantities (the "false friend" of 8-01). (b) is column (b) of 8-01 given at the level "lattice (aa fixed)", read as: Constructed = exists at every β\beta in finite volume; Conditional = only versions of limited range, such as strong coupling; None = nothing shown at this level (including things known only numerically). At the continuum four-dimensional level every row is "None". Notation: β=2N/g2\beta=2N/g^2, lengths in lattice units, mlat=1/ξm_{\rm lat}=1/\xi, Δ=mlat/a\Delta=m_{\rm lat}/a. A≍BA\asymp B means that the ratio A/BA/B is bounded above and below by positive constants (A-01).

Table 0 The list of Dictionary B (from top, in the order of §02–§08)
#Physical wordMathematical word(a) Definitions(b) Lattice (aa fixed)(c) Finite measurement
B1Mass gapSpectral gap, uniform decayConditionalConditional (strong coupling)Upper bound only
B2Correlation length ξ\xiInverse of the gap of the transfer matrixConditionalConditional (strong coupling)Lower bound only
B3Gap in physical unitsUniform lower bound in lattice unitsDoes not correspond (false friend; settled as a different quantity)Conditional (strong coupling)Out of reach
B4V(R)V(R)Decay rate of Wilson loopsConditionalConditionalUpper bound only
B5String tension σ\sigmaCoefficient of the area law, the dd of Problem 5.2ConditionalConditional (σ>0\sigma\gt0 at strong coupling)—
B6ConfinementOne-directional theoremsConditionalConditional—
B7Centre symmetryCentre invariance on a slabUnsettledNone (whether it holds is unproved)—
B8Λ\Lambda, one scaleNo counterpartUnsettledNone—
B9m/σm/\sqrt\sigmaThe limit of the pair in Problems 5.1 and 5.2UnsettledNone (numerical only)Out of reach
B10GlueballIsolated eigenvalue of the mass operatorConditionalConditional (strong coupling; see note)Upper bound only
B11Langevin relaxationGenerator LLSettledConstructed (finite volume)Upper bound only (gap(L)\mathrm{gap}(L))
B12z=2z=2gap(L)≍gap(HT)2\mathrm{gap}(L)\asymp\mathrm{gap}(H_T)^2UnsettledNone (a statement about a family; see note)Out of reach
B13Exponential autocorrelation timePoincaré constant CPC_PSettled in continuous timeConstructed (finite volume)Lower bound only
B14Thermalisation timeMixing timeConditionalConstructed (finite volume)Lower bound only
B15Dynamical exponent zzCP≍ξzC_P\asymp\xi^zUnsettledNone (a statement about a family; see note)Out of reach
B16z=2−ηsz=2-\eta_sVariational lower bound CP≥χC_P\ge\chiConditionalConstructed (lower bound only)Lower bound only
B17No slowing down away from criticalityUniform mixing ⟺ uniform log-SobolevConditionalConditional (strong coupling)Out of reach
B18Lüscher termCasimir energy of a stripUnsettledNone (numerical only)—
B19Roughening, shape of the tubeWulff constructionUnsettledNone (a picture of physics)—
B20Topological freezingBottleneck in state spaceConditionalNone (freezing numerical only)Lower bound only

Note: (c) is column (c) of 8-01 §02 (the direction reachable by finite measurement). Relatives of the gap (B1, B4, B10, B11) reach an upper bound from a single correlation or test function, and the lengths and times that are their inverses (B2, B13, B14, B16, B20) swap direction and reach a lower bound. Statements about uniformity, families or limits (B3, B9, B12, B15, B17) are out of reach. The ground for B20 is (14) (choosing one set gives a lower bound on CPC_P; §08), and for B14 the definition of mixing time (§06; if the total variation distance exceeds ε\varepsilon on a single event, that time is before the mixing time). B5 (string tension) gets "—", since the main text of this book does not treat a form that pins down one side from finite measurements. The (b) of B10 has the form that for each momentum there is a dispersion curve isolated from the energy spectrum, since the lattice has no Lorentz symmetry and the mass operator MM is not defined as it is (Schor 1984; §04). Both sides of B12 and B15 are defined on a fixed lattice, but ≍\asymp is a statement about a family with the lattice spacing sent to 0, so on a single lattice it has no content. "None" in (b) means that nothing has been shown about that family.

02

The mass gap and the correlation length — lattice units and physical units

The problem statement (Jaffe–Witten) defines the mass gap as the Hamiltonian HH having no spectrum in (0,Δ)(0,\Delta) (§4), and lists equal-time clustering as a consequence (§5) Known. After OS reconstruction (4-10), if the vacuum Ω\Omega is unique, the spectral theorem gives

⟨OΩ,e−tHOΩ⟩−∣⟨Ω,OΩ⟩∣2=∫[Δ,∞)e−tE dρO(E) ≤ e−tΔ ∥OΩ∥2(1)\langle O\Omega,e^{-tH}O\Omega\rangle-|\langle\Omega,O\Omega\rangle|^2=\int_{[\Delta,\infty)}e^{-tE}\,d\rho_O(E)\ \le\ e^{-t\Delta}\,\|O\Omega\|^2 \tag{1}

(ρO\rho_O is the spectral measure of OΩO\Omega with 0 removed). The converse of (1) holds only when a dense family of observables decreases at a uniform rate (B1). On the lattice, reflection positivity lets one build a positive self-adjoint transfer matrix T=e−HTT=e^{-H_T} (Lüscher 1977, 5-03), and from its eigenvalues λ0>λ1≥⋯\lambda_0\gt\lambda_1\ge\cdots,

mlat=−log⁡λ1λ0,ξ=1mlat(2)m_{\rm lat}=-\log\frac{\lambda_1}{\lambda_0},\qquad \xi=\frac1{m_{\rm lat}} \tag{2}

The correlation length of the plaquette correlation of Chatterjee (2018) is in general ξplaq≤1/mlat\xi_{\rm plaq}\le1/m_{\rm lat} (equality needs overlap with the lowest state). Example: for the free field ξ=1/(2 arsinh(m/2))\xi=1/(2\,\mathrm{arsinh}(m/2)) (Table 1).

Two quantities under one word

Many of the results called "the mass gap is positive" in mathematics are uniform lower bounds in lattice units, mlat≥c>0m_{\rm lat}\ge c\gt0. An example that can be checked is Shen–Zhu–Zhu (2023), whose abstract states a 'strictly positive mass gap' for strongly coupled lattice Yang–Mills Known. Then Δ=mlat/a≥c/a→∞\Delta=m_{\rm lat}/a\ge c/a\to\infty, which in physical units is a property of the side where the mass goes to infinity, the opposite side from the continuum limit. A gap in physical units needs ξ→∞\xi\to\infty to cancel a→0a\to0, and Problem 5.1 also asks for ξ(β)→∞\xi(\beta)\to\infty as β→∞\beta\to\infty (5-09, 9-05). This is why B3 in Table 0 is "Does not correspond".

03

Potential, string tension, confinement — only arrows in one direction are theorems

The static potential V(R)V(R) is the energy of an infinitely heavy quark pair placed at distance RR, read, following Wilson (1974), from the R×TR\times T Wilson loop (5-01) as

V(R)=−lim⁡T→∞1Tlog⁡⟨WR,T⟩,σ=lim⁡R→∞V(R)R(3)V(R)=-\lim_{T\to\infty}\frac1T\log\langle W_{R,T}\rangle,\qquad \sigma=\lim_{R\to\infty}\frac{V(R)}{R} \tag{3}

Taking the left as the definition it is Settled, but identifying it with the ground-state energy of static charges needs the T→∞T\to\infty limit and overlap with the ground state (B4). From the monotonicity and concavity of VV shown by Bachas (1986), σ∈[0,∞)\sigma\in[0,\infty) exists Known. The area law holds at strong coupling for every group (Osterwalder–Seiler 1978, 5-02). The continuum string tension is a proposal to define it as the dd of Chatterjee's Problem 5.2.

log⁡⟨WR/ε, T/ε⟩=−c (R+T)−d RT+o(1),ε(β)→0, c(β)→∞, d≠0(4)\log\langle W_{R/\varepsilon,\,T/\varepsilon}\rangle=-c\,(R+T)-d\,RT+o(1),\qquad \varepsilon(\beta)\to0,\ c(\beta)\to\infty,\ d\ne0 \tag{4}

He himself writes that it is not clear whether the perimeter term is needed. The physical rule of thumb is σ≈485(6)\sqrt\sigma\approx485(6) MeV. This is a conversion that tentatively applies to the r0σ=1.160(6)r_0\sqrt\sigma=1.160(6) of SU(3) pure gauge theory the length scale r0=0.472r_0=0.472 fm fixed by lattice calculations of QCD, and the authors themselves note that it is a conversion that cannot strictly be made, since pure gauge theory and QCD are different theories (Athenodorou–Teper 2020) Physics.

Three ways of saying confinement

The three are (a) V(R)→∞V(R)\to\infty, (b) σ>0\sigma\gt0 and (c) unbroken centre symmetry. The physical definition of (c) is at finite temperature. On a lattice whose time direction is a ring of length 1/T1/T (TT is the temperature), the trace of the product of links once round the time direction from a point is called the Polyakov loop, and its expectation being 0 is taken as the sign of confinement (Polyakov 1978, Susskind 1979; the universality argument through an order parameter transforming under the centre is Svetitsky–Yaffe 1982) Physics. A centre transformation multiplies all the time-direction links crossing the surface at some time by an element of the centre of the gauge group (for SU(N)SU(N), e2πik/Ne^{2\pi ik/N} times the identity matrix). The action does not change and only the Polyakov loop is multiplied by e2πik/Ne^{2\pi ik/N}, so if this symmetry is unbroken the expectation is 0.

What has been shown in mathematics is only the one-directional implications of Table A (Chatterjee 2021) Known. Definition 2.1 is that for some N≥1N\ge1 the theory restricted to the slab {0,…,N}×Zd−1\{0,\dots,N\}\times\mathbb Z^{d-1} is invariant under centre transformations for every boundary condition, and Definition 2.3 is uniform exponential decay for every cube and boundary condition (strong decay). The Wilson loops of Theorem 2.2 are those in representations acting non-trivially on the centre.

Table A Implications between the ways of saying confinement (lattice)
Direction, exampleStatus
Strong exponential decay (Definition 2.3) ⟹ unbroken ∧ area lawTheorem 2.4
Unbroken centre symmetry (Definition 2.1) ⟹ V(R)→∞V(R)\to\inftyTheorem 2.2
Area law ⟹ V(R)→∞V(R)\to\inftyTrivial
V→∞V\to\infty ⟹ σ>0\sigma\gt0Not shown
Weak decay (for particular boundary conditions only) ⟹ confinementNot shown
Finite groups, weak coupling: decay of two-point correlations for particular boundary conditions / no confinementTheorem (Adhikari–Cao 2025) / belief

The gap and confinement are separate claims (7-02, 9-05, 5-10). On centre symmetry, Chatterjee proposes Definition 2.1 on the grounds that there is "to my knowledge" no rigorous definition, and cites Borgs–Seiler (1983) for the finite-temperature analogue. Whether the two definitions separate the same phases is unproved (B7).

04

Λ, one scale, glueballs — the distinction between a gap and a particle

The value of the dimensionless coupling gg changes with the scale μ\mu at which it is measured. Asymptotic freedom means that gg becomes smaller the larger μ\mu is (the shorter the distance) (4-06), and the one-loop coefficient that fixes the rate is b0b_0. Solving the one-loop formula,

Λ=μexp⁡(−12b0 g2(μ)),b0=11N3⋅116π2(5)\Lambda=\mu\exp\Bigl(-\frac{1}{2b_0\,g^2(\mu)}\Bigr),\qquad b_0=\frac{11N}{3}\cdot\frac{1}{16\pi^2} \tag{5}

becomes a mass scale independent of μ\mu (dimensional transmutation, 4-07). In physics every mass is a constant multiple of Λ\Lambda, and m/σm/\sqrt\sigma is read as a pure number Physics. The side of mathematics has no definition of the four-dimensional Λ\Lambda (the lattice ΛL\Lambda_L is in 8-04). The record kept on this machine writes "a single scale" as chain (ii) m2≍σm^2\asymp\sigma, and calls it, by analogy, the sentence that plays the role of an equivalence principle (7-12). There is no proof. If Problem 5.2 holds with ε(β)\varepsilon(\beta) and εξ→ℓ∈(0,∞)\varepsilon\xi\to\ell\in(0,\infty), then

mσ=lim⁡β→∞1/(ε ξ)d=1ℓd(6)\frac{m}{\sqrt\sigma}=\lim_{\beta\to\infty}\frac{1/(\varepsilon\,\xi)}{\sqrt d}=\frac{1}{\ell\sqrt d} \tag{6}

and this pairing is a reading not in Chatterjee's text. The numbers are 3.781(23) for SU(2), 3.405(21) for SU(3) and 3.072(14) for SU(∞) (0++0^{++}, Athenodorou–Teper 2020, 2021) Physics. There are also opposite examples. In three-dimensional compact U(1) (Villain action) the string tension is positive at every coupling, the continuum limit is a free field of mass mDm_D, and σ/mD2\sigma/m_D^2 in physical units diverges to infinity (Göpfert–Mack, abstract) Known. It is an example where there is confinement but the scale does not become one (7-12).

Glueballs are measured as the lowest decay rate in each JPCJ^{PC} (spin, parity, charge conjugation) channel (5-08; the SU(3) 0++0^{++} is r0m=4.21(11)(4)r_0m=4.21(11)(4), Morningstar–Peardon 1999) Physics. The rotational symmetry of the lattice is only the 48 rotations and reflections that carry the cube onto itself (the group OhO_h), so the channels are divided by the irreducible representations of OhO_h. The correspondence with continuum spin presupposes the recovery of rotational symmetry. A one-particle state in mathematics is an isolated eigenvalue of the mass operator

M=H2−P2 ≥0(7)M=\sqrt{H^2-P^2}\ \ge0 \tag{7}

(PP is the momentum; §6 of the problem statement), and in §5 the problem statement counts "an isolated one-particle state (the upper gap)" among the extensions Known. A gap and a particle are separate claims. The lattice has no Lorentz symmetry and MM is not defined as it is, so what has been shown at strong coupling on the lattice has the form that for each momentum there is a dispersion curve isolated from the energy spectrum (Schor 1983, 1984) Known.

05

Two times — the HTH_T of the transfer matrix and the LL of Langevin

There are two times. One is the imaginary time of the path integral: correlations are carried by T=e−HTT=e^{-H_T}, and the gap is 1/ξ1/\xi. The other is the "fictitious fifth time" ss of stochastic quantisation (Parisi–Wu 1981, 6-09) (the abstract of Zwanziger 1981): the whole configuration moves by the following stochastic differential equation and settles to e−S/Ze^{-S}/Z (the time of Monte Carlo methods is of the same kind).

dϕx=−∂S∂ϕx ds+2 dWx(s)(8)d\phi_x=-\frac{\partial S}{\partial\phi_x}\,ds+\sqrt2\,dW_x(s) \tag{8}

Wx(s)W_x(s) is a Brownian motion independent at each point xx (1-09), and dWxdW_x is the Gaussian increment over time dsds, with mean 0 and variance dsds. The first term moves in the direction that lowers the action, and the second adds fluctuations. On a computer one advances with step hh as ϕx←ϕx−h ∂S/∂ϕx+2h Zx\phi_x\leftarrow\phi_x-h\,\partial S/\partial\phi_x+\sqrt{2h}\,Z_x (ZxZ_x independent standard normals), which is called the Euler–Maruyama method. The operator that generates the time change of the expectation of a function ff (the generator) is

Lf=−Δf+∇S⋅∇f,⟨f,Lf⟩μ=E(f)=∫∣∇f∣2 dμ(9)Lf=-\Delta f+\nabla S\cdot\nabla f,\qquad \langle f,Lf\rangle_\mu=\mathcal E(f)=\int|\nabla f|^2\,d\mu \tag{9}

(μ=e−S/Z\mu=e^{-S}/Z, and E\mathcal E is the Dirichlet form; the Δ\Delta in (9) is the Laplacian, not the Δ\Delta of the mass gap), and the inverse of the gap above 0 is the Poincaré constant CPC_P (1-10). On a finite lattice both are defined (B11), but HTH_T acts on the Hilbert space of a time slice, while LL acts on the space L2(μ)L^2(\mu) of functions of the whole configuration (functions square-integrable with respect to μ\mu), and no theorem joins the two in general. For the free field gap(HT)=2 arsinh(m/2)≈m\mathrm{gap}(H_T)=2\,\mathrm{arsinh}(m/2)\approx m and gap(L)=m2\mathrm{gap}(L)=m^2, so CP≈ξ2C_P\approx\xi^2 (1-10).

Assumption H and the unit of time

Assumption H of the record kept on this machine is the assumption that gap(L)≍gap(HT)2\mathrm{gap}(L)\asymp\mathrm{gap}(H_T)^2 holds uniformly in the lattice spacing (10-01, 8-05). However, the unit of time of LL is fixed by the normalisation of SS and of the noise. Replacing SS by βS\beta S multiplies the gap of LL, in the Gaussian case, by exactly β\beta. In gauge theory with S=β×S=\beta\times (Wilson action), in the free approximation CP≈ξ2/βC_P\approx\xi^2/\beta; that is, CPC_P is proportional to g2(a) ξ2g^2(a)\,\xi^2, and this factor moves with the lattice spacing. Written at the level of a band (constant factors), Assumption H is a statement made after fixing this normalisation once (10-01). By the convention of the record, H is put at the level of powers, and the band level is split off as a separate assumption that names the normalisation (8-05 §03).

Figure 1 Changing m with the knob, the bar ξ at the top (the configuration φ(t) in imaginary time) grows as about 1/m, and the bar C_P at the bottom (the history of the mean M along the Langevin time s) as 1/m². "Play" runs equation (8)
m = 0.20, ξ = 5.01, C_P = 25.0, C_P/ξ² = 0.997

ComputedThe numbers in this figure were computed on this machine. The fluctuations are Euler–Maruyama with step h=0.05h=0.05. At this step the mean MM is multiplied by 1−hm21-hm^2 each step and noise is added, a first-order recurrence whose integrated autocorrelation time 1/m2−h/21/m^2-h/2 agrees with 1/m21/m^2 to within 2.5% over the whole range of the knob (0.1≤m≤10.1\le m\le1). Measured on the histories run, it was checked at m=0.3, 0.5, 1m=0.3,\ 0.5,\ 1 and agrees to within 10%. Without JavaScript it can be read from Table 1.

ComputedTable 1 The two gaps of the free field on the lattice (zero-momentum channel)
mmgap(HT)\mathrm{gap}(H_T)ξ\xiCP=1/m2C_P=1/m^2CP/ξ2C_P/\xi^2
1.000.9624241.0391.000.9263
0.100.09995810.0041000.9992
0.020.02000050.00125001.0000

The gap agrees to 6 digits with the slope of the correlation on a ring of length 8192, and CPC_P with the smallest eigenvalue of −Δlat+m2-\Delta_{\rm lat}+m^2 on a ring of 256 points Computed. CP/ξ2→1C_P/\xi^2\to1 is the z=2z=2 of the free field.

06

Autocorrelation times and the Poincaré constant — equality only in continuous time

When the dynamics is run from equilibrium, the correlation between values of an observable ff separated by time tt, divided by the variance, is called the autocorrelation ρf(t)\rho_f(t). The time of its slowest decay is τexp⁡\tau_{\exp}, τint,f=12+∑t≥1ρf(t)\tau_{{\rm int},f}=\tfrac12+\sum_{t\ge1}\rho_f(t) is the integrated autocorrelation time, and the variance of the sample mean is about 2τint,fVar(f)/n2\tau_{{\rm int},f}\mathrm{Var}(f)/n (Wolff 2004) Known. In continuous time the sum is replaced by an integral, τint,f=∫0∞ρf(s) ds\tau_{{\rm int},f}=\int_0^\infty\rho_f(s)\,ds. For reversible dynamics in continuous time ρf(s)=∫e−sλdνf(λ)\rho_f(s)=\int e^{-s\lambda}d\nu_f(\lambda), with νf\nu_f supported on [gap,∞)[\mathrm{gap},\infty), so

τexp⁡=1gap(L)=CP,τint,f=∫dνf(λ)λ ≤ CP(10)\tau_{\exp}=\frac{1}{\mathrm{gap}(L)}=C_P,\qquad \tau_{{\rm int},f}=\int\frac{d\nu_f(\lambda)}{\lambda}\ \le\ C_P \tag{10}

For a reversible chain in discrete time (eigenvalues 1>λ2≥⋯>−11\gt\lambda_2\ge\cdots\gt-1) they split into three (Levin–Peres–Wilmer §12.2) Known.

CP=11−λ2,trel=11−λ⋆,τexp⁡=−1log⁡λ⋆,λ⋆=max⁡λ≠1∣λ∣(11)C_P=\frac1{1-\lambda_2},\qquad t_{\rm rel}=\frac1{1-\lambda_\star},\qquad \tau_{\exp}=\frac{-1}{\log\lambda_\star},\qquad \lambda_\star=\max_{\lambda\ne1}|\lambda| \tag{11}

Example: for the AR(1) chain Xn+1=ρXn+1−ρ2 ZX_{n+1}=\rho X_n+\sqrt{1-\rho^2}\,Z (eigenvalues ρk\rho^k) with ρ=−0.9\rho=-0.9, CP=5.263C_P=5.263, trel=10t_{\rm rel}=10 and τexp⁡=9.491\tau_{\exp}=9.491, all three different, and τint\tau_{\rm int} is 0.026 for xx and 4.763 for x2x^2. In continuous time (Ornstein–Uhlenbeck) all three line up at 1 Computed. For a lazy chain (one that stays put with probability 1/2 each time, so all eigenvalues are at least 0), λ⋆=λ2\lambda_\star=\lambda_2 and CP=trelC_P=t_{\rm rel} (LPW §12.2, Exercise 12.3) Known.

Differences of dynamics, and mixing time

The heat-bath method (redrawing variables one at a time from their conditional distributions), Langevin and HMC (hybrid Monte Carlo, Duane et al. 1987: add fictitious momenta, move by classical mechanics for a fixed time, and correct by acceptance or rejection) have different generators, and regarding the time of HMC as the CPC_P of Langevin is an assumption (5-07). Thermalisation time and mixing time are also a Conditional pair. The mixing time tmix(ε)t_{\rm mix}(\varepsilon) is the number of steps until, from any initial state, the total variation distance (the largest difference between the probabilities two distributions give to the same event) between the distribution and the equilibrium distribution π\pi is at most ε\varepsilon. The log⁡(1/πmin⁡)\log(1/\pi_{\min}) in the upper bound tmix(ε)≤trellog⁡(1/(επmin⁡))t_{\rm mix}(\varepsilon)\le t_{\rm rel}\log(1/(\varepsilon\pi_{\min})) (LPW Theorem 12.4; πmin⁡\pi_{\min} is the smallest probability of π\pi) grows with the volume. This is a theorem for reversible chains with finitely many states; for gauge fields taking values in a continuous group πmin⁡\pi_{\min} has no meaning, and other tools are needed, such as the log-Sobolev constant (§07).

07

Critical slowing down — zz, the conventional theory, two η\eta

As ξ\xi grows, the relaxation of the dynamics also becomes slower (critical slowing down). Physics writes this with the dynamic scaling hypothesis τ∝ξz\tau\propto\xi^{z} and calls zz the dynamical exponent (Halperin–Hohenberg 1969, Hohenberg–Halperin 1977). zz changes with the dynamics and the observable. (8) is the relaxational dynamics without conserved quantities called model A in the classification of Hohenberg–Halperin. In mathematics it is CP≍ξzC_P\asymp\xi^z, but the existence of a power is itself a hypothesis, and there is no theorem fixing as a power the ξ\xi-dependence of CPC_P in Yang–Mills (B15).

The conventional theory and RG

The static exponents are those of 2-08: ξ∼∣t∣−ν\xi\sim|t|^{-\nu}, χ∼∣t∣−γ\chi\sim|t|^{-\gamma} (tt is the distance in temperature from the critical point), and ηs\eta_s is the amount by which the critical correlation G(x)∼∣x∣−(d−2+ηs)G(x)\sim|x|^{-(d-2+\eta_s)} deviates from the power of the free field (the anomalous dimension). From the scaling relation γ=ν(2−ηs)\gamma=\nu(2-\eta_s), χ∝ξγ/ν=ξ2−ηs\chi\propto\xi^{\gamma/\nu}=\xi^{2-\eta_s} Physics. The conventional theory (called by van Hove's name) is summarised as making the relaxation time proportional to χ\chi, giving z=2−ηsz=2-\eta_s Physics. The abstract of Halperin–Hohenberg–Ma (1972), who applied Wilson's expansion method to a continuum version of the kinetic Ising model, writes that the results 'disagree with the mode-mode coupling approach and the conventional (Van Hove) theory'. RG (the ε\varepsilon expansion) and numerics both suggest z>2−ηsz\gt2-\eta_s (Table 2) Physics.

Table 2 The dynamical exponent zz and 2−ηs2-\eta_s (ηs\eta_s is the static anomalous dimension)
Model, method2−ηs2-\eta_szzηdyn=2−z\eta_{\rm dyn}=2-z
2D Ising, Glauber numerics1.752.1665(12)−0.1665
2D Ising, 5 loops (ε\varepsilon expansion)1.752.14(2)−0.14
3D Ising, Glauber numerics1.96372.032(3)−0.032
3D Ising, 5 loops (ε\varepsilon expansion)1.96372.0235(8)−0.0235
Free field, Langevin220

Computed2−ηs2-\eta_s (ηs=1/4\eta_s=1/4 in two dimensions, ηs=2Δσ−1\eta_s=2\Delta_\sigma-1 in three, with the scaling dimension of the spin Δσ=0.5181489(10)\Delta_\sigma=0.5181489(10)) and ηdyn\eta_{\rm dyn} computed on this machine. zz and Δσ\Delta_\sigma are values from primary sources Physics. Glauber is a dynamics that updates spins one at a time at random.

The variational lower bound

The counterpart on the side of mathematics is the variational lower bound. Putting f=M=∑xϕxf=M=\sum_x\phi_x into (9), ∣∇M∣2=∣Λ∣|\nabla M|^2=|\Lambda| (the number of points) and Var(M)=∣Λ∣χΛ\mathrm{Var}(M)=|\Lambda|\chi_\Lambda, so

CP ≥ Var(M)E(M)=χΛ(12)C_P\ \ge\ \frac{\mathrm{Var}(M)}{\mathcal E(M)}=\chi_\Lambda \tag{12}

which is a theorem holding on every lattice of finite volume Known. For the free field χ=1/m2=CP\chi=1/m^2=C_P, with equality (Table 1). Moving from here to a lower bound on the exponent needs two hypotheses: dynamic scaling CP≍ξzC_P\asymp\xi^z and static scaling χ≍ξγ/ν\chi\asymp\xi^{\gamma/\nu}, under which z≥γ/ν=2−ηsz\ge\gamma/\nu=2-\eta_s Physics (a lower bound regarded as standard in the Monte Carlo literature). An example of a rigorous lower bound from an inequality of the same type is zSW≥α/νz_{\rm SW}\ge\alpha/\nu for the Swendsen–Wang method (α\alpha is the specific-heat exponent; the abstract of Li–Sokal 1989) Known. The value of the conventional theory sits exactly at this lower bound, and the zz of Table 2 all lie above it.

In gauge theory this form does not reach ξ2\xi^2 Physics. Measuring the dimension Δ\Delta of an operator by the power when correlations behave at short distances like ∣x∣−2Δ|x|^{-2\Delta}, the lowest dimension of a gauge-invariant local operator is 4. The two-point correlation of a dimension-4 operator decreases as ∣x∣−8|x|^{-8}, so its sum χ\chi in four dimensions is decided at short distances and does not grow with ξ\xi (10-01).

Two η\eta

We split η\eta into two. The static ηs\eta_s is the anomalous dimension above, the dynamic one is ηdyn:=2−z\eta_{\rm dyn}:=2-z, and they are equal only within the conventional theory (in Table 2 they differ even in sign). This book always attaches the subscript, and which one the record's η\eta is is fixed in 8-05.

No slowing down away from criticality

Conversely, the premise of physics is that if ξ\xi is finite there is no slowing down (B17). For the mathematical form we use two tools. The log-Sobolev inequality bounds the entropy, instead of the variance, by E\mathcal E:

∫f2log⁡f2∫f2 dμ dμ ≤ 2CLS E(f)\int f^2\log\frac{f^2}{\int f^2\,d\mu}\,d\mu\ \le\ 2C_{LS}\,\mathcal E(f)

It is stronger than the Poincaré inequality and gives CP≤CLSC_P\le C_{LS} Known. The Dobrushin–Shlosman mixing condition is that, whatever boundary condition is imposed on a finite box, correlations inside the box decrease exponentially with distance at a uniform rate. The mathematical form of "no slowing down away from criticality" is, for discrete spin systems (finite spin space, finite range), the equivalence theorem "uniform mixing independent of boundary conditions (Dobrushin–Shlosman) ⟺ uniform log-Sobolev" (Stroock–Zegarlinski 1992; bibliographic data only) Known. A finite correlation length alone is not enough of a hypothesis. For gauge fields taking values in a continuous group the equivalence is not found within the material of this chapter. For lattice Yang–Mills, Shen–Zhu–Zhu (2023) show Poincaré, log-Sobolev and exponential decay at strong coupling. Neither result fixes the power on the side ξ→∞\xi\to\infty.

Detour: for the free field the relaxation time equals the susceptibility

Detour

A subsection you may skip.

For the free field S=12∑x[(ϕx+1−ϕx)2+m2ϕx2]S=\tfrac12\sum_x[(\phi_{x+1}-\phi_x)^2+m^2\phi_x^2], summing (8) over points, the nearest-neighbour coupling terms cancel, and the mean MM obeys

dM=−m2M ds+2/N dW(s)dM=-m^2M\,ds+\sqrt{2/N}\,dW(s)

(NN is the number of points and WW a single Brownian motion). MM is a single Ornstein–Uhlenbeck process, with relaxation time 1/m21/m^2, the same value as the susceptibility χ=∑x⟨ϕxϕ0⟩=1/m2\chi=\sum_x\langle\phi_x\phi_0\rangle=1/m^2 (in the calculation on this machine too, χ\chi and CPC_P agree for every mm in Table 1) Computed. The "relaxation time ∝χ\propto\chi" of the conventional theory has the same form as this relation, exact for the free field. With interactions the two are said to drift apart, and the z>2−ηsz\gt2-\eta_s of Table 2 corresponds to that drift Physics.

08

Fluctuations of the tube and topological freezing — effective strings, Wulff, bottlenecks

Effective strings and the Lüscher term

A long flux tube spontaneously breaks transverse translation, and Goldstone bosons live in 1+1 dimensions (Lüscher 1981). A Goldstone boson is a massless fluctuation that appears when a continuous symmetry is spontaneously broken; here it is the fluctuation of the transverse position of the tube. These fluctuations add a universal 1/R1/R term to V(R)V(R) (Lüscher–Symanzik–Weisz 1980, 7-03).

V(R)=σR+μ+γR+O(R−2),γ=−π(d−2)24(13)V(R)=\sigma R+\mu+\frac{\gamma}{R}+O(R^{-2}),\qquad \gamma=-\frac{\pi(d-2)}{24} \tag{13}

A two-dimensional conformal field theory (a two-dimensional field theory with a symmetry that includes scaling of distances) has a number called the central charge cc, and one free boson has c=1c=1. The part of the ground-state energy of fluctuations confined to a strip of width RR that depends on the width (the Casimir energy) is proportional to cc (Blöte–Cardy–Nightingale 1986, Affleck 1986): −πc/(24R)-\pi c/(24R) for an open strip and −πc/(6L)-\pi c/(6L) for a periodic strip of circumference LL. Setting c=d−2c=d-2, the former is γ\gamma and the latter at d=4d=4 is −π/(3L)-\pi/(3L), which agrees with the correction subtracted when extracting the string tension on the lattice (Lucini–Teper 2001) Computed. The lattice σ\sigma contains the physical assumption "the central charge of the tube is d−2d-2" (B18).

Rigid tubes and roughening

At strong coupling, where the area law has been shown, the tube is said to be rigid. More precisely, each shift of the surface by one lattice step costs a small weight, so transverse fluctuations are exponentially suppressed (7-03). The shape of the tube at strong coupling can be read by analogy with the Wulff construction from a direction-dependent tension. The Wulff construction is a drawing that gives, under a tension τ(n)\tau(\mathbf n) depending on direction, the shape that minimises the total tension of the boundary for a fixed enclosed area (7-03). It is said to be separated from the region of fluctuating tubes by the roughening transition. This is a picture of physics found in the title (abstract) of Lüscher 1981, and no theorem showing its existence in lattice gauge theory is found in the material of this chapter Physics (B19).

Topological freezing and bottlenecks

In HMC for pure gauge theory, the effective dynamical exponent of the square of the topological charge is about 5, and Wilson loops decouple from this slow mode (the abstract of Schaefer–Sommer–Virotta 2011) Physics. The mathematical word is a bottleneck: putting into the variational principle a smoothed version ff of the indicator function of a set AA of configurations (configurations with topological charge close to 1, say),

CP ≥ Var(f)E(f) ≈ μ(A)(1−μ(A))E(f)(14)C_P\ \ge\ \frac{\mathrm{Var}(f)}{\mathcal E(f)}\ \approx\ \frac{\mu(A)\bigl(1-\mu(A)\bigr)}{\mathcal E(f)} \tag{14}

and the narrower the passage joining AA and its outside, the larger CPC_P Known (the two-valley model, 1-10). More precisely, the configurations near the boundary of AA have small measure, so E(f)\mathcal E(f) becomes small. (14) is a theorem, but that it is the cause of freezing, and carrying the phenomenon of HMC over to the CPC_P of Langevin, have not been checked (B20, 10-02).

Detour: sectors of topological charge and narrow passages

Detour

A subsection you may skip.

For continuum fields the topological charge (the second Chern number, 3-05, 8-04) is an integer, and sectors of configurations with different values are not joined by smooth deformations. On the lattice the topological charge is an integer only approximately, and the sectors are joined through rough configurations at the scale of the lattice spacing. These passages are expected to become narrower as a→0a\to0 Physics. Taking the AA of (14) to be "configurations with topological charge close to 1", this expectation translates into the lower bound on CPC_P becoming larger. There is no theorem showing how fast the passages become narrow.


What this chapter can say

What is saidWhat is not said
KnownOne direction of (1), (2), the existence of σ\sigma, Theorems 2.2 and 2.4, (10)(11), CP=trelC_P=t_{\rm rel} for lazy chains, the variational lower bounds (12)(14), "uniform mixing ⟺ uniform log-Sobolev" for discrete spin systems, the results for three-dimensional compact U(1) (abstract).The converse theorems for every pair. That these quantities exist in the four-dimensional continuum theory. Which way the "Unsettled" pairs will move. The equivalence of mixing and log-Sobolev for gauge fields taking values in a continuous group.
ComputedTable 1, the differences in Table 2, Figure 1 and the autocorrelation time of the mean MM, the example in §06, that for the free field the relaxation time agrees with χ\chi, π/(3L)\pi/(3L).The zz of Table 2 are not measurements on this machine.
PhysicsThe numbers for m/σm/\sqrt\sigma, σ\sqrt\sigma, glueballs and zz, z≥γ/νz\ge\gamma/\nu under the two scaling hypotheses, the rigidity and roughening of the tube, the passages between topological sectors.Not theorems. The form of extrapolation and c=d−2c=d-2 are assumptions. The conversion of σ\sqrt\sigma into MeV is borrowed from another theory.
Which pairs Assumption H and chain (ii) correspond to (B8, B12), and that Assumption H is a statement with the normalisation of time fixed.Their proofs. Nothing is shown about the mass gap, confinement or the continuum limit.

Sources and reproduction

ItemKindSource / tools (level of checking)
Gap, clustering, one-particle states, transfer matrixKnownJaffe–Witten (the Clay problem statement) §4–§6 (text). Lüscher, CMP 54 (1977) 283 (abstract only); Osterwalder–Seiler, Ann. Phys. 110 (1978) 440 (abstract: transfer matrix, infinite-volume limit and analyticity at strong coupling, Wilson's confinement estimate; exponential clustering not checked in the main text); Schor, NPB 222 (1983) 71, 231 (1984) 321 (abstracts only); Shen–Zhu–Zhu, CMP 400 (2023) 805 (abstract only; 'strictly positive mass gap').
ξ\xi, VV, σ\sigma, confinement, centre symmetryKnownChatterjee, arXiv:1803.01950; CMP 385 (2021) 1007, arXiv:2006.16229 (text). Bachas, PRD 33 (1986) 2723; Wilson, PRD 10 (1974) 2445; Polyakov, PLB 72 (1978) 477; Susskind, PRD 20 (1979) 2610; Svetitsky–Yaffe, NPB 210 (1982) 423; Adhikari–Cao, Ann. Probab. 53 (2025) (abstract only). Borgs–Seiler, CMP 91 (1983) 329 (bibliographic data only). Göpfert–Mack, CMP 82 (1982) 545–606, doi:10.1007/BF01961240 (checked in the abstract; INSPIRE; main text not read; the year is Crossref's year of publication, INSPIRE gives 1981).
m/σm/\sqrt\sigma, σ\sqrt\sigma, 0++0^{++}, π/(3L)\pi/(3L)PhysicsAthenodorou–Teper, JHEP 11 (2020) 172 (the conversion of σ\sqrt\sigma and the caveat are in §5.2), JHEP 12 (2021) 082; Lucini–Teper, JHEP 06 (2001) 050; Morningstar–Peardon, PRD 60 (1999) 034509 (text).
Two times, autocorrelation, mixing time, HMCKnown, PhysicsLevin–Peres–Wilmer, Markov Chains and Mixing Times 2nd ed. §12.2, Exercise 12.3, Theorem 12.4 (text). Zwanziger, NPB 192 (1981) 259; Wolff, CPC 156 (2004) 143; Duane et al., PLB 195 (1987) 216 (abstracts only). Parisi–Wu, Sci. Sin. 24 (1981) 483 (bibliographic data only).
Critical slowing down, Table 2, the variational lower bound, the equivalence away from criticalityPhysics, KnownHalperin–Hohenberg–Ma, PRL 29 (1972) 1548 (abstract). Nightingale–Blöte, PRB 62 (2000) 1089 (bibliographic data only; the source of the two-dimensional 2.1665(12)); Liu et al., PRE 108 (2023) 034118 (abstract: reconfirmation of 2.1665(12) and the three-dimensional value); Adzhemyan et al., PLA 425 (2022) 127870, arXiv:2111.04719 (abstract: the 5-loop values); Kos et al., JHEP 08 (2016) 036 (abstract); Li–Sokal, PRL 63 (1989) 827 (abstract). Halperin–Hohenberg, Phys. Rev. 177 (1969) 952, RMP 49 (1977) 435 (abstracts only). Stroock–Zegarlinski, CMP 144 (1992) 303 (title: the equivalence of the log-Sobolev inequality and the Dobrushin–Shlosman mixing condition), CMP 149 (1992) 175 (title: the log-Sobolev inequality for discrete spin systems) (bibliographic data only). The authority for van Hove's form z=2−ηsz=2-\eta_s and for the lower bound z≥γ/νz\ge\gamma/\nu not checked.
Effective strings, central charge, topological freezingPhysicsLüscher–Symanzik–Weisz, NPB 173 (1980) 365; Lüscher, NPB 180 (1981) 317 (roughening in the title); Blöte–Cardy–Nightingale, Affleck, PRL 56 (1986) 742, 746; Schaefer–Sommer–Virotta, NPB 845 (2011) 93 (abstract only).
Wulff construction, rougheningPhysicsSources not checked in this chapter (Dobrushin–Kotecký–Shlosman: bibliographic data not checked). The construction and examples are in 7-03 and its table of sources.
Assumption H, chain (ii)Assumption, analogyThe arrangement of the record kept on this machine (10-01, 7-12).
Table 1, the differences in Table 2, Figure 1, the detour in §06 and §07, the numbers in §08ComputedPython 3 on this machine (numpy): two_times.py, zero_mode.py, ar1.py, exponents.py.

Next chapter to read: 8-04 Dictionary C: scale and limits. For the correspondence with the assumptions of the record, see 8-05.

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Revised 2026-10-01: first version.