computo ergo sum

2026-10-01 · chapter Yang–Mills and the mass gapPart 6 Constructive field theorytriviality

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

Triviality of φ⁴ in four dimensions — the limit made on the lattice collapses to a Gaussian

What this chapter shows — That "trivial" means Gaussian. The counting that makes four dimensions the borderline, and a way of seeing it through the meeting of two random walks. The hypotheses and conclusion of the theorem of Aizenman–Duminil-Copin (2021). Why "non-trivial" becomes a separate requirement for Yang–Mills.

Prerequisite chapters — 6-03 Constructing scalar fields (see also 2-08 and 6-07). Only the one-loop formula of §08 uses 4-04 Divergences and renormalisation (and Parseval's identity from 1-11).

Said first — The proofs are followed only in outline. The numbers in the tables are computations for free fields and simple random walks, not for the Ising model. §08 and §09 are a one-loop picture, not theorems. This chapter shows nothing about whether Yang–Mills is trivial or non-trivial.

The order of this chapter
  1. What trivial means: Gaussians and Wick's rule
  2. From the lattice to the continuum: approaching the critical point
  3. Counting dimensions: the tree-diagram bound and L4−dL^{4-d}
  4. Random currents: the deviation from Wick is the meeting of clusters
  5. The meeting of two random walks: rare, but they meet many times at once
  6. The bubble diagram: the logarithm of four dimensions
  7. Reading the theorem: its range and a chronology
  8. The physics picture: the one-loop running coupling
  9. Reading the table and figure: the collapsing coupling and the Landau pole (Detour: the side that becomes free in the infrared)
  10. The requirement of non-triviality: what Yang–Mills needs

01

What trivial means: Gaussians and Wick's rule

A Euclidean field theory is a probability measure, and its content appears in the correlation functions Sn(x1,…,xn)=⟨Φ(x1)⋯Φ(xn)⟩S_n(x_1,\dots,x_n)=\langle\Phi(x_1)\cdots\Phi(x_n)\rangle (6-01). For a Gaussian measure, the correlations at an even number of points are determined just by dividing the two-point functions into pairs (1-08).

S2n(x1,…,x2n)=∑π∏j=1nS2(xπ(2j−1),xπ(2j))(1)S_{2n}(x_1,\dots,x_{2n})=\sum_{\pi}\prod_{j=1}^{n}S_2\big(x_{\pi(2j-1)},x_{\pi(2j)}\big) \tag{1}

The sum is over all the ways π\pi of grouping the 2n2n points in twos. This Wick rule means there is no interaction, and for that reason Gaussian fields have been called trivial (ADC §1.1). The first quantity measuring the deviation is the four-point Ursell function. Known

U4(x,y,z,t)=S4(x,y,z,t)−[S2(x,y)S2(z,t)+S2(x,z)S2(y,t)+S2(x,t)S2(y,z)](2)U_4(x,y,z,t)=S_4(x,y,z,t)-\big[S_2(x,y)S_2(z,t)+S_2(x,z)S_2(y,t)+S_2(x,t)S_2(y,z)\big] \tag{2}

In models with the Lee–Yang property (the zeros of the partition function in the magnetic field lie on the imaginary axis; the Lee–Yang theorem of 2-08), Gaussianity follows if U4U_4 vanishes in the limit (Newman 1975, ADC §6.3). Known Example: for a single spin taking ±1\pm1 with equal probability, ⟨σ4⟩−3⟨σ2⟩2=−2\langle\sigma^4\rangle-3\langle\sigma^2\rangle^2=-2, and for a sum of NN independent ones the ratio U4/Var2U_4/\mathrm{Var}^2 collapses like −2/N-2/N (1-08). Spins near the critical point are strongly correlated, so this reason cannot be used, and three-dimensional ϕ4\phi^4 gives a non-Gaussian measure (JW §6.2, 6-03).

02

From the lattice to the continuum: approaching the critical point

The object is the model with a real number ϕx\phi_x at each point of the lattice Zd\mathbb Z^d, with neighbours linked by a ferromagnetic coupling J≥0J\ge0 (ADC formula (1.12); the lattice version of formula (1) of 6-03).

⟨F⟩=1Z∫F(ϕ) exp⁡(∑{x,y}Jxyϕxϕy)∏xe−λϕx4+bϕx2 dϕx(3)\langle F\rangle=\frac1Z\int F(\phi)\,\exp\Big(\sum_{\{x,y\}}J_{xy}\phi_x\phi_y\Big)\prod_{x}e^{-\lambda\phi_x^4+b\phi_x^2}\,\mathrm d\phi_x \tag{3}

As b=2λ→∞b=2\lambda\to\infty, the distribution at a point concentrates on ±1\pm1 and it becomes the Ising model (ADC formula (1.20)). Taking the scale at which we look to be LL in lattice units (the lattice spacing in continuum units is a=1/La=1/L), we follow the smeared sum divided by the standard deviation ΣL\sqrt{\Sigma_L} of the sum over the box ΛL\Lambda_L (ΛL=[−L,L]d\Lambda_L=[-L,L]^d, ADC formulas (1.14)(1.15)).

Tf,L(ϕ)=1ΣL∑x∈Zdf(x/L) ϕx,ΣL=⟨(∑x∈ΛLϕx)2⟩(4)T_{f,L}(\phi)=\frac{1}{\sqrt{\Sigma_L}}\sum_{x\in\mathbb Z^d}f(x/L)\,\phi_x,\qquad \Sigma_L=\Big\langle\Big(\sum_{x\in\Lambda_L}\phi_x\Big)^2\Big\rangle \tag{4}

The volume is first taken to infinity and then L→∞L\to\infty, and (J,λ,b)(J,\lambda,b) may be moved along the way. To get smooth correlations at scale LL, one approaches the critical point to make the correlation length at least of order LL. If the correlation length stays finite in lattice units, the limit is white noise (ADC footnote 1, 2-08). For the Ising model (b=2λ→∞b=2\lambda\to\infty), JJ is written βJ\beta J, β\beta is called the inverse temperature, and βc\beta_c the critical value at which the correlation length diverges (2-08). S2→0S_2\to0 at large distance is the side β≤βc\beta\le\beta_c (ADC formula (1.10)), and this chapter is restricted to that side. Known

THEOREM 1.2 (Aizenman–Duminil-Copin 2021)For d=4d=4, every random field reachable by the construction above with S2→0S_2\to0 at large distance is a generalised Gaussian process. Known

A generalised Gaussian process is a distribution-valued random field for which every finite collection of Tf(Φ)T_f(\Phi), one for each test function ff (the limit as L→∞L\to\infty of the Tf,LT_{f,L} of formula (4)), follows a multivariate Gaussian distribution (Gaussian measures in 1-09).

03

Counting dimensions: the tree-diagram bound and L4−dL^{4-d}

Triviality in five or more dimensions was shown by two inequalities (Aizenman 1981, 1982, Fröhlich 1982): the tree-diagram bound, which bounds the four-point deviation by "the diagram in which four legs meet at one point uu", and the infrared bound, by which the two-point function does not exceed the free-field form even at the critical point (Ising model, ADC formulas (1.22)(1.23)).

∣U4(x,y,z,t)∣≤2∑u∈ZdS2(u,x)S2(u,y)S2(u,z)S2(u,t),S2(x,y)≤C∣x−y∣d−2 (β=βc)(5)|U_4(x,y,z,t)|\le2\sum_{u\in\mathbb Z^d}S_2(u,x)S_2(u,y)S_2(u,z)S_2(u,t),\qquad S_2(x,y)\le\frac{C}{|x-y|^{d-2}}\ (\beta=\beta_c) \tag{5}

If the four points are at mutual distances of order LL, then S4∼S22∼L−2(d−2)S_4\sim S_2^2\sim L^{-2(d-2)}; on the right-hand side the sum over uu gives LdL^d and the four factors L−4(d−2)L^{-4(d-2)}.

∣U4∣S4 ≲ Ld L−4(d−2)L−2(d−2)=L4−d(6)\frac{|U_4|}{S_4}\ \lesssim\ \frac{L^{d}\,L^{-4(d-2)}}{L^{-2(d-2)}}=L^{4-d} \tag{6}

For d>4d\gt4 this goes to 0, and apart from details this is the backbone of the theorem in five or more dimensions (ADC §1.3). For d=4d=4 it is L0L^0, and the primary source writes 'clearly inconclusive for d = 4'. The problem statement also writes that in five or more dimensions scalar fields with a quartic self-interaction do not exist, and that the proof applies to one-component fields (JW §6.2). Known The same exponent also appears in the dimension of the coupling [λ]=4−d[\lambda]=4-d in formula (7) of 6-01; for d>4d\gt4 it points to the coupling ceasing to act at long distances. Physics

04

Random currents: the deviation from Wick is the meeting of clusters

The origin of the tree-diagram bound is the random current representation. Taylor-expanding the weight eβJσxσye^{\beta J\sigma_x\sigma_y} edge by edge, viewing the degree n(x,y)n(x,y) as an integer on the edge (a current), and summing over spins, only the configurations survive in which the set ∂n\partial n of points with odd total degree (sources) coincides with the set AA of points whose correlation is taken (ADC formula (3.5)).

⟨∏x∈Aσx⟩=∑∂n=Aw(n)∑∂n=∅w(n),w(n)=∏{x,y}(βJxy)n(x,y)n(x,y)!(7)\Big\langle\prod_{x\in A}\sigma_x\Big\rangle=\frac{\sum_{\partial n=A}w(n)}{\sum_{\partial n=\varnothing}w(n)},\qquad w(n)=\prod_{\{x,y\}}\frac{(\beta J_{xy})^{n(x,y)}}{n(x,y)!} \tag{7}

Configurations without sources are collections of loops, and the two-point correlation is "the effect of inserting one path joining xx and yy". An identity that exchanges sources (the switching lemma) gives the following (ADC formula (3.11)).

U4(x,y,z,t)=−2 S2(x,y) S2(z,t)  Pxy,zt[ C(x)∩C(z)≠∅ ](8)U_4(x,y,z,t)=-2\,S_2(x,y)\,S_2(z,t)\;\mathbf P^{xy,zt}\big[\,\mathcal C(x)\cap\mathcal C(z)\ne\varnothing\,\big] \tag{8}

Pxy,zt\mathbf P^{xy,zt} is the law of two independent currents n1,n2n_1,n_2 with sources {x,y}\{x,y\} and {z,t}\{z,t\} respectively (the weights of formula (7) turned into probabilities). C(x)\mathcal C(x) is the set of points connected to xx by following edges where the sum n1+n2n_1+n_2 is positive, and likewise C(z)\mathcal C(z). C(x)∩C(z)≠∅\mathcal C(x)\cap\mathcal C(z)\ne\varnothing means that xx and zz are connected in n1+n2n_1+n_2. The deviation from Wick's rule is exactly the probability of this meeting. Known

The two clusters are not independent. So one adds currents without sources and replaces them by two independent clusters. Doing so can only increase the probability of intersecting (ADC formulas (3.13)(3.14)). Bounding that probability by the expected number of intersection points and using the switching lemma once more gives the first inequality of formula (5) (the tree-diagram bound) (ADC §3.2). Known

05

The meeting of two random walks: rare, but they meet many times at once

Intuition comes from picturing the two clusters as random walks joining xx and yy, and zz and tt (the primary source also uses this analogy as a guide). In four dimensions, consider two trajectories starting from two points a distance LL apart and walking until they leave a region of radius about LL (about L2L^2 steps). The probability of intersecting goes to 0 like 1/log⁡L1/\log L, yet the expected number of intersection points does not become smaller than a positive constant independent of LL. Intersections are rare, but when they intersect the number of intersection points grows like log⁡L\log L (ADC §3.2). Known

The rough guide is that the trajectory of a random walk is two-dimensional (about L2L^2 points within radius LL), and the borderline for two two-dimensional objects to meet is 2+2=42+2=4. More precisely, the content of this guide is that the expected number of intersection points behaves like the L4−dL^{4-d} of formula (6) (the EE of Table 2).

Figure 1 Choosing the dimension and L changes the two random walks (projected onto the first two coordinates) and the points that coincide in d dimensions (black dots). On the right (below on narrow screens) is the intersection probability P (the computation of Table 2; logarithmic vertical axis). The number of intersection points is the value for one sample, not an average
d = 4, L = 16, average: P = 0.082, E = 0.3 (see also Table 2)

ComputedThe points P and Table 2 were computed on this machine. The pictures of random walks are samples from random numbers with fixed seeds (the first picture was chosen to be an intersecting example). Most of the places that look overlapping in the projection do not coincide in dd dimensions.

ComputedTable 2 Two simple random walks started from ±(L/2)e1\pm(L/2)e_1 and run until they leave the ball of radius 2L2L: the mean number of common lattice points EE, the intersection probability PP, and the mean given intersection E/PE/P (6000 pairs each; the standard error of PP is 0.003–0.0044; L=8,32L=8,32 are in Figure 1).

LE (d=3)E (d=4)E (d=5)P (d=4)E/P (d=4)
41.750.320.0640.1372.35
165.860.300.0130.0823.67
6423.030.270.0040.0594.61

EE is proportional to LL in three dimensions, decreases like 1/L1/L in five, and is nearly constant in four, just as the L4−dL^{4-d} of formula (6). In four dimensions PP decreases slowly and E/PE/P increases: the shape "rare, but when they meet they meet many times at once". With finite LL this does not confirm the rate 1/log⁡L1/\log L. Computed

06

The bubble diagram: the logarithm of four dimensions

The key to improving the tree-diagram bound in four dimensions is the bubble diagram BLB_L cut off at distance LL (ADC formula (1.25)): the diagram that joins two two-point functions and goes once round. For the free-field two-point function GG (the inverse of the lattice Laplacian) it is proportional to the expected number of times two random walks from the same point visit the same point, and since G(x)≈1/(4π2∣x∣2)G(x)\approx1/(4\pi^2|x|^2) far away in four dimensions, it grows logarithmically. Known

BL=∑x∈ΛLS2(0,x)2,∑x∈ΛLG(x)2≈∫1<∣x∣<Ld4x16π4∣x∣4=ln⁡L8π2+const(9)B_L=\sum_{x\in\Lambda_L}S_2(0,x)^2,\qquad \sum_{x\in\Lambda_L}G(x)^2\approx\int_{1\lt|x|\lt L}\frac{\mathrm d^4x}{16\pi^4|x|^4}=\frac{\ln L}{8\pi^2}+\text{const} \tag{9}

ComputedTable 1 The lattice bubble of the free field ∑x∈[−L,L]dG(x)2\sum_{x\in[-L,L]^d}G(x)^2 (infinite lattice, mass 0, G(x)=∫0∞∏ie−2tIxi(2t) dtG(x)=\int_0^\infty\prod_ie^{-2t}I_{x_i}(2t)\,\mathrm dt integrated numerically. InI_n is the modified Bessel function, and e−2tIn(2t)e^{-2t}I_n(2t) is the probability that a one-dimensional continuous-time random walk jumping left and right each at rate 1 is at nn at time tt). The increment is the difference when LL doubles; formula (9) gives ln⁡2/(8π2)=0.00878\ln2/(8\pi^2)=0.00878.

Ld=3d=4Increment for d=4d=5
40.45040.051230.007380.01866
80.83880.059260.008030.01898
161.61610.067660.008390.01916
323.17110.076240.008580.01925

The four-dimensional increment approaches 0.00878; in three dimensions the increment doubles each time (∝L\propto L), and in five it halves and converges. Computed Theorem 1.3 (the improved tree-diagram bound) gives, for the four-dimensional nearest-neighbour ferromagnetic Ising model with β≤βc\beta\le\beta_c, L≤ξ(β)L\le\xi(\beta), and four points mutually farther apart than LL, with some c,C>0c,C\gt0, the following (ADC formula (1.24)).

∣U4(x,y,z,t)∣≤CBL(β)c∑u∈Z4S2(u,x)S2(u,y)S2(u,z)S2(u,t)(10)|U_4(x,y,z,t)|\le\frac{C}{B_L(\beta)^{c}}\sum_{u\in\mathbb Z^4}S_2(u,x)S_2(u,y)S_2(u,z)S_2(u,t) \tag{10}

If the two-point function nearly satisfies the infrared bound (the case expected in four dimensions), BLB_L is of order log⁡L\log L and ∣U4∣/S4=O((log⁡L)−c)|U_4|/S_4=O((\log L)^{-c}); if it is much smaller, formula (5) alone suffices. Beyond four points, it closes by the characteristic function of the quantity in formula (4) being close to Gaussian with error (log⁡L)−c(\log L)^{-c} (ADC Proposition 1.4). The centre of the proof is a multi-scale analysis showing that, given intersection, the number of intersection points grows at least like (log⁡L)c(\log L)^c (ADC §4, §6). Known

07

Reading the theorem: its range and a chronology

Theorem 1.2 does not depend on the choice of counterterms. The result rests not on computing counterterms but on dimension-dependent relations among the Schwinger functions (the SnS_n of §01) that can appear in any limit (ADC §1.1). It includes "hard" ϕ4\phi^4 and the Ising model (the Griffiths–Simon construction, which makes ϕ4\phi^4 from averages of blocks of spins). On the other hand, the object is restricted to limits of nearest-neighbour, ferromagnetic, one-component models with a lattice cutoff, and it is not a theorem about every method of construction. Nor does it give the exact size of the logarithmic correction or the covariance of the limit (ADC §1.2). Known

KnownTable 3 The main results on triviality (classification from ADC §1.1–1.2. §1.1 also counts some of the small-λ\lambda results below among the partial results for d=4d=4. Journals at the end).

YearAuthorsContent
1981–82Aizenman; FröhlichGaussian for d>4d\gt4
1983Aizenman–Graham; Aragão de Carvalho–Caracciolo–FröhlichPartial results for d=4d=4
1985–87Gawędzki–Kupiainen; Feldman–Magnen–Rivasseau–Sénéor; Hara–TasakiSmall λ\lambda (renormalisation group)
2014Bauerschmidt–Brydges–SladeSmall λ\lambda, nn components
2021Aizenman–Duminil-Copind=4d=4, all λ\lambda and Ising

Since then, a one-page correction (2024) and an extension to effective dimension four and above (Panis 2026) have appeared (bibliographic data only).

08

The physics picture: the one-loop running coupling

The reason on the physics side is that the quartic coupling in four dimensions is not asymptotically free (JW §6.2). What follows is a one-loop picture, not a theorem. Physics If you have not read 4-04, you may accept just the right-hand end of formula (11) and read on. Write the interaction as u4!ϕ4\frac{u}{4!}\phi^4 (for formula (3), u=24λu=24\lambda). At one loop the four-point coupling shifts by one inserted bubble; there are three ways of inserting it (the three pairs of formula (2)), each with symmetry factor 12\tfrac12, and the bubble is the same 18π2ln⁡\frac{1}{8\pi^2}\ln as in formula (9) (the sum over positions ∑G2\sum G^2 and the integral over momenta are equal by Parseval's identity; 1-11). With Λ\Lambda the cutoff and μ\mu the scale we look at,

u(μ)≈u(Λ)−32u(Λ)2ln⁡(Λ/μ)8π2,1u(μ)=1u(Λ)+3ln⁡(Λ/μ)16π2 ⟹ u(μ)<16π23ln⁡(Λ/μ)(11)u(\mu)\approx u(\Lambda)-\frac32u(\Lambda)^2\frac{\ln(\Lambda/\mu)}{8\pi^2},\qquad \frac1{u(\mu)}=\frac1{u(\Lambda)}+\frac{3\ln(\Lambda/\mu)}{16\pi^2}\ \Longrightarrow\ u(\mu)\lt\frac{16\pi^2}{3\ln(\Lambda/\mu)} \tag{11}

(the middle is the integral of the flow equation μ du/dμ=3u2/16π2\mu\,du/d\mu=3u^2/16\pi^2). However large the bare coupling u(Λ)u(\Lambda) is made, raising the cutoff sends u(μ)u(\mu) to 0. Conversely, keeping u(μ)=1u(\mu)=1 and extending upwards, the denominator becomes 0 at ln⁡(Λ/μ)=16π2/3≈52.6\ln(\Lambda/\mu)=16\pi^2/3\approx52.6 (Λ/μ≈1022.9\Lambda/\mu\approx10^{22.9}) (the Landau pole). For Yang–Mills the sign is reversed (formula (2) of 6-07), and fixing g2(μ)g^2(\mu) and raising Λ\Lambda only sends the bare coupling g2(Λ)g^2(\Lambda) to 0. PhysicsComputed

09

Reading the table and figure: the collapsing coupling and the Landau pole

We look at formula (11) in numbers. The two left columns of Table 4 are ϕ4\phi^4 and the right end is Yang–Mills; Figure 2 draws the same quantities as functions of the scale.

Figure 2 Raising the cutoff Λ (vertical line): for φ⁴ the coupling at the scale μ (left end) collapses, and for Yang–Mills the bare coupling (on the vertical line) goes to 0 (one loop). For φ⁴ the solid line is bare coupling u(Λ) = ∞, the dashed line u(Λ) = 1
φ⁴, log₁₀(Λ/μ) = 10, u(μ) < 2.286 (even with bare coupling ∞), 0.696 if u(Λ) = 1 (see also Table 4)

ComputedThe numbers in this figure were computed on this machine (formula (11) and formula (2) of 6-07; they agree with Table 4).

ComputedPhysicsTable 4 u(μ)u(\mu) of formula (11), and for SU(3)SU(3) the bare coupling g2(Λ)g^2(\Lambda) keeping g2(μ)=1g^2(\mu)=1 (b0=11⋅3/48π2b_0=11\cdot3/48\pi^2).

log₁₀(Λ/μ)u(Λ) = ∞u(Λ) = 1g²(Λ)
211.4300.9200.609
102.2860.6960.238
400.5720.3640.072
800.2860.2220.038

The rate of collapse is 1/ln⁡Λ1/\ln\Lambda, the same type of slowness as the (log⁡L)−c(\log L)^{-c} of formula (10). The one-loop formula cannot be trusted where the coupling is large, and is not a proof of triviality. In 2000 the problem statement wrote 'all insights from random walks, perturbation theory, and renormalization analysis point toward triviality' (JW §6.2). The answer as a theorem is §02–§07. Known

Detour: the side that becomes free in the infrared

Detour

A subsection you may skip.

The primary source writes that what may be regarded as a 'disappointment' from the point of view of constructive field theory is, from the point of view of statistical mechanics, 'a positive and constructive result' (ADC §1.2). This is because it answers that the large scales of the four-dimensional critical Ising model are described by Gaussians. Known

Reading formula (11) towards long distances, uu goes to 0 logarithmically. Example: the u(Λ)=1u(\Lambda)=1 column of Table 4 reads 0.696 at distances 10 orders of magnitude longer than the scale where u=1u=1, and 0.222 at 80 orders. The coupling stays small, so this is the side where the renormalisation group (6-05) is easier to control. Physics The 'asymptotically free' in the title of Gawędzki–Kupiainen in Table 3 ('Massless Lattice Φ44\Phi^4_4 Theory: Rigorous Control of a Renormalizable Asymptotically Free Model') can be read as meaning that in the massless (the 'Massless' of the title) model the coupling goes to 0 on the long-distance side (formula (11) read towards the infrared). Physics Yang–Mills is the exact opposite: the coupling becomes strong at long distances, and the gap is thought to come from that strong side (6-07 §01). Physics

10

The requirement of non-triviality: what Yang–Mills needs

The problem statement asks that 'a non-trivial quantum Yang–Mills theory exists on R⁴', and requires that the correlation functions agree at short distances with the predictions of asymptotic freedom and perturbative renormalisation (JW §4, 0-03). Known In the prediction of perturbation theory, at short distances the coupling goes to 0 logarithmically, like g2(ℓ)≈1/(2b0ln⁡(ℓ0/ℓ))g^2(\ell)\approx1/(2b_0\ln(\ell_0/\ell)), but is not identically 0 (4-06; an example is the right end of Table 4). Physics The meaning of the requirement can be organised into three points (this chapter's reading).

  1. Non-triviality is a property to be shown separately. It does not follow from ultraviolet estimates or from the existence of a limit (level 5 of 6-07). Four-dimensional ϕ4\phi^4 is an actual example that, within the family of nearest-neighbour, ferromagnetic, one-component lattice models, becomes Gaussian however the parameters are moved (if S2→0S_2\to0 at large distance).
  2. The theorem for ϕ4\phi^4 does not show that Yang–Mills is trivial. The problem statement contrasts the two by whether they are asymptotically free, and calls Yang–Mills the 'natural candidate' (JW §6.2). The Gaussian limit of the SU(2)SU(2) Yang–Mills–Higgs model comes from a way of taking the limit that sends the gauge coupling to 0 in step with the lattice spacing, and non-Gaussian limits are said to be open (Chatterjee 2026).
  3. The tools of the proof cannot be carried over as they are. The random current representation is a structure of Ising-type models.

The present state is as in the problem statement's 'at present we do not know any non-trivial relativistic field theory that satisfies the Wightman (or any other reasonable) axioms in four dimensions' (JW §6), and the survey's 'there is yet no construction of a continuum limit of a lattice gauge theory in any dimension higher than two where Wilson loop variables have been shown to have nontrivial behavior' (Chatterjee 2018 §6). Non-triviality of four-dimensional Yang–Mills is unproved, and the whole of where it stops is seen in 6-10. Known


What this chapter can say

Content
SaidThat "trivial" means Gaussian, with the four-point Ursell function as the marker. That the limits approaching the critical point of one-component ϕ4\phi^4 with a lattice ultraviolet cutoff and of the Ising model were shown Gaussian for d>4d\gt4 in 1981–82 and for d=4d=4 in 2021 (d>4d\gt4 from the description in ADC §1.1 and JW §6.2; d=4d=4 checked in the text of ADC) Known
SaidThat the counting of formula (6) appears in the free-field bubble (Table 1) and the random-walk samples (Table 2). The arithmetic of Table 4 and Figure 2 Computed. The contrast of ϕ4\phi^4 and Yang–Mills in the one-loop picture Physics
Not saidTriviality of ϕ44\phi^4_4 outside lattice, nearest-neighbour, one-component models. The exact size of the logarithmic correction, the covariance of the limit, the content of the correction. The values for the Ising model in Tables 1 and 2. Non-triviality or triviality of four-dimensional Yang–Mills (neither this chapter nor this site shows either)

Sources and reproduction

ItemKindSource / tools
Formulas (1)–(10), Theorems 1.2 and 1.3, Proposition 1.4, the quotations in §03, §07, §09Text (arXiv version 4)M. Aizenman, H. Duminil-Copin, Marginal triviality of the scaling limits of critical 4D Ising and ϕ44\phi^4_4 models, Ann. of Math. 194 (2021) 163–235, arXiv:1912.07973
The other literature in Table 3Bibliographic data onlyAizenman, PRL 47 (1981) 1–4, CMP 86 (1982) 1–48; Fröhlich, NPB 200 (1982) 281–296; Aizenman–Graham, NPB 225 (1983) 261–288; Aragão de Carvalho–Caracciolo–Fröhlich, NPB 215 (1983) 209–248; Gawędzki–Kupiainen, CMP 99 (1985) 197–252; FMRS, CMP 109 (1987) 437–480; Hara–Tasaki, JSP 47 (1987) 99–121; BBS, JSP 157 (2014) 692–742
Newman, the infrared bound, the correction, the extensionBibliographic data onlyNewman, CMP 41 (1975) 1–9; Fröhlich–Simon–Spencer, CMP 50 (1976) 79–95; Glimm–Jaffe, Positivity of the ϕ34\phi^4_3 hamiltonian, Fortschr. Phys. 21 (1973) 327–376 (ADC cites these two as [19, 21] as the source of the infrared bound (1.23)); Ann. of Math. 199 (2024) 479; R. Panis, Ann. Probab. 54 (2026) no. 2
The requirement of the problem statement, the contrast with ϕ4\phi^4, the present stateText §4, §6, §6.2A. Jaffe, E. Witten, Quantum Yang–Mills Theory, Clay Mathematics Institute (2000)
Non-trivial continuum limits of gauge theories, the Gaussian limit of YMH§6, abstractS. Chatterjee, Yang–Mills for probabilists, arXiv:1803.01950; A scaling limit of SU(2) lattice Yang–Mills–Higgs theory, Prob. Math. Phys. 7 (2026) 339–381, arXiv:2401.10507
Tables 1, 2, 4, Figures 1 and 2, the Landau poleComputedPython on this machine: bubble.py, rw_intersect.py, running.py

Next chapter to read: 6-09 Stochastic quantisation and regularity structures (subcritical and critical: the face, on the side of equations, of four dimensions being the borderline).

← 6-07 Four dimensionsContents6-09 Stochastic quantisation and regularity structures →

Revised 2026-10-01: first version.