The whole book Contents and reading orders
- Part 0 Entrance — how to read this book
- 0-01 How to read this book
- 0-02 One picture
- 0-03 Reading the problem statement word by word
- 0-04 Four dimensions in mathematics and four dimensions in physics
- Part 1 Mathematical preparation
- 1-01 Vector spaces and linear maps
- 1-02 What a group is
- 1-03 Lie groups and Lie algebras
- 1-04 SU(2) and SU(3)
- 1-05 Manifolds and tangent spaces
- 1-06 Differential forms and the exterior derivative
- 1-07 Vector bundles and connections
- 1-08 Probability and measure
- 1-09 Probability in infinite dimensions
- 1-10 Hilbert spaces and self-adjoint operators
- 1-11 Fourier analysis and distributions
- 1-12 Detour: what happens only in four dimensions
- Part 2 Physical preparation
- 2-01 Lagrangians and the action
- 2-02 The idea of a field
- 2-03 Electromagnetism is a gauge theory
- 2-04 Special relativity and spacetime
- 2-05 The bones of quantum mechanics
- 2-06 The harmonic oscillator and creation and annihilation
- 2-07 The idea of the path integral
- 2-08 Statistical mechanics and phase transitions
- 2-09 Detour: the gap and the correlation length in the Ising model
- 2-10 The relaxation time and the dynamical exponent z
- Part 3 Yang–Mills theory (classical)
- 3-01 The gauge principle
- 3-02 Non-abelian gauge fields
- 3-03 The action and the equations
- 3-04 Gauge theory as geometry
- 3-05 Instantons and topology
- 3-06 Detour: Donaldson and exotic R⁴
- 3-07 Yang–Mills inside the Standard Model
- Part 4 Quantisation
- 4-01 Canonical quantisation and the Hamiltonian
- 4-02 The path integral and Euclideanisation
- 4-03 Perturbation theory and Feynman diagrams
- 4-04 Divergences and renormalisation
- 4-05 The algebra of divergences
- 4-06 Asymptotic freedom
- 4-07 Dimensional transmutation and Λ
- 4-08 Gauge fixing and Faddeev–Popov
- 4-09 The axioms of quantum field theory
- 4-10 The Osterwalder–Schrader axioms and reconstruction
- 4-11 The definition of the mass gap
- 4-12 Detour: the perturbation series diverges
- Part 5 Lattice gauge theory
- 5-01 Wilson's lattice
- 5-02 The strong-coupling expansion
- 5-03 Reflection positivity and the transfer matrix
- 5-04 The infinite-volume limit and the cluster expansion
- 5-05 Weak coupling and the continuum limit
- 5-06 How U(1) differs from the non-abelian case
- 5-07 The Monte Carlo method
- 5-08 Measuring glueballs and the string tension
- 5-09 What to hold fixed when taking the limit
- 5-10 Lattice gauge theory with finite groups
- 5-11 Detour: Bakry–Émery and one-link integration
- Part 6 Constructive field theory
- 6-01 What constructive field theory is
- 6-02 Solvability in two dimensions and the Yang–Mills measure
- 6-03 Constructing scalar fields
- 6-04 The cluster expansion
- 6-05 The sequence of renormalisation group steps
- 6-06 Ultraviolet stability of three-dimensional Yang–Mills
- 6-07 Four dimensions
- 6-08 Triviality of φ⁴ in four dimensions
- 6-09 Stochastic quantisation and regularity structures
- 6-10 Where four dimensions stops
- 6-11 Obstacles other than divergence
- 6-12 Detour: "if 1/0 is given a symbol"
- Part 7 From the side of physics
- 7-01 How physics sees it
- 7-02 Mechanisms of confinement
- 7-03 The string picture
- 7-04 Large N
- 7-05 String theory and extra dimensions
- 7-06 How extra dimensions become invisible
- 7-07 Where gauge fields come from
- 7-08 Holography
- 7-09 The mass gap becomes geometry
- 7-10 Back to four dimensions
- 7-11 Supersymmetry and Seiberg–Witten
- 7-12 The sentence that plays the role of an equivalence principle
- 7-13 Where the way physics digs parts from mathematics
- Part 8 A dictionary of two languages — the physical and the mathematical view
- 8-01 How to read the dictionary
- 8-02 Dictionary A
- 8-03 Dictionary B
- 8-04 Dictionary C
- 8-05 The physical counterparts of our assumptions
- Part 9 Where things stand, and open tasks
- 9-01 How far the world has come
- 9-02 Where the two ways of digging part
- 9-03 Candidates for new concepts
- 9-04 The list of open tasks
- 9-05 Common misconceptions
- Part 10 Towards a proof of the mass gap — building the first step of the staircase
- 10-00 Entrance — the staircase, and the random walk, the ruler and the clock
- 10-01 The line of construction and Assumption H
- 10-02 Roads tried on the four-dimensional lattice, and walls
- 10-03 The four steps of the staircase — why we start from 0+1 dimensions
- 10-04 The path measure of the double well, and kinks
- 10-05 The statement of the first step — four conditions and Proposition 4.5
- 10-06 (H1) Local Poincaré within a phase
- 10-07 The map of (H2) — seven routes and the seam of the ring
- 10-08 What computer-assisted means — the conditions on the chain inside the window
- 10-09 The sector framework and the three strands of route 5
- 10-10 The list of detour plans — types of breakage
- 10-11 (H3)(H4) and the constant of the core
- 10-12 The integrated table and the dependency graph
- 10-13 Lean statements and the limits of machine checking
- 10-14 Reconciliation — the numbers of the record and the known numbers
- 10-15 What remains and its cost — the distance to a theorem
- 10-16 What is not claimed
- 10-17 Insights and small questions
- Part 11 Further considerations — beyond Assumption H, and other views
- 11-00 Further considerations — entrance
- 11-01 One form that obstructs H — a nearly conserved global quantity
- 11-02 Choosing the ruler and the coordinates again — the length at which conservation breaks
- 11-03 Two ways to repair H — the sector H and the local H
- 11-04 Which H the one-sided bridge needs
- 11-05 Making time continuous — the Hamiltonian lattice and the vacuum measure
- 11-06 Paying with rarity instead of convexity — renormalisation on groups and log-Sobolev
- 11-07 Because it is four dimensions — the dimensionless coupling and topology
- 11-08 Questions, and what is not claimed
- 11-A1 Table of notation for Part 11
- Appendices
- A-01 Table of notation
- A-02 Glossary
- A-03 Guide to the literature
- A-04 Lean and machine checking
- A-05 How this book was made
- 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.
- What trivial means: Gaussians and Wick's rule
- From the lattice to the continuum: approaching the critical point
- Counting dimensions: the tree-diagram bound and
- Random currents: the deviation from Wick is the meeting of clusters
- The meeting of two random walks: rare, but they meet many times at once
- The bubble diagram: the logarithm of four dimensions
- Reading the theorem: its range and a chronology
- The physics picture: the one-loop running coupling
- Reading the table and figure: the collapsing coupling and the Landau pole (Detour: the side that becomes free in the infrared)
- The requirement of non-triviality: what Yang–Mills needs
What trivial means: Gaussians and Wick's rule
A Euclidean field theory is a probability measure, and its content appears in the correlation functions (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).
The sum is over all the ways of grouping the 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
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 vanishes in the limit (Newman 1975, ADC §6.3). Known Example: for a single spin taking with equal probability, , and for a sum of independent ones the ratio collapses like (1-08). Spins near the critical point are strongly correlated, so this reason cannot be used, and three-dimensional gives a non-Gaussian measure (JW §6.2, 6-03).
From the lattice to the continuum: approaching the critical point
The object is the model with a real number at each point of the lattice , with neighbours linked by a ferromagnetic coupling (ADC formula (1.12); the lattice version of formula (1) of 6-03).
As , the distribution at a point concentrates on and it becomes the Ising model (ADC formula (1.20)). Taking the scale at which we look to be in lattice units (the lattice spacing in continuum units is ), we follow the smeared sum divided by the standard deviation of the sum over the box (, ADC formulas (1.14)(1.15)).
The volume is first taken to infinity and then , and may be moved along the way. To get smooth correlations at scale , one approaches the critical point to make the correlation length at least of order . If the correlation length stays finite in lattice units, the limit is white noise (ADC footnote 1, 2-08). For the Ising model (), is written , is called the inverse temperature, and the critical value at which the correlation length diverges (2-08). at large distance is the side (ADC formula (1.10)), and this chapter is restricted to that side. Known
A generalised Gaussian process is a distribution-valued random field for which every finite collection of , one for each test function (the limit as of the of formula (4)), follows a multivariate Gaussian distribution (Gaussian measures in 1-09).
Counting dimensions: the tree-diagram bound and
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 ", 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)).
If the four points are at mutual distances of order , then ; on the right-hand side the sum over gives and the four factors .
For this goes to 0, and apart from details this is the backbone of the theorem in five or more dimensions (ADC §1.3). For it is , 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 in formula (7) of 6-01; for it points to the coupling ceasing to act at long distances. Physics
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 edge by edge, viewing the degree as an integer on the edge (a current), and summing over spins, only the configurations survive in which the set of points with odd total degree (sources) coincides with the set of points whose correlation is taken (ADC formula (3.5)).
Configurations without sources are collections of loops, and the two-point correlation is "the effect of inserting one path joining and ". An identity that exchanges sources (the switching lemma) gives the following (ADC formula (3.11)).
is the law of two independent currents with sources and respectively (the weights of formula (7) turned into probabilities). is the set of points connected to by following edges where the sum is positive, and likewise . means that and are connected in . 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
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 and , and and (the primary source also uses this analogy as a guide). In four dimensions, consider two trajectories starting from two points a distance apart and walking until they leave a region of radius about (about steps). The probability of intersecting goes to 0 like , yet the expected number of intersection points does not become smaller than a positive constant independent of . Intersections are rare, but when they intersect the number of intersection points grows like (ADC §3.2). Known
The rough guide is that the trajectory of a random walk is two-dimensional (about points within radius ), and the borderline for two two-dimensional objects to meet is . More precisely, the content of this guide is that the expected number of intersection points behaves like the of formula (6) (the of 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 dimensions.
ComputedTable 2 Two simple random walks started from and run until they leave the ball of radius : the mean number of common lattice points , the intersection probability , and the mean given intersection (6000 pairs each; the standard error of is 0.003–0.0044; are in Figure 1).
| L | E (d=3) | E (d=4) | E (d=5) | P (d=4) | E/P (d=4) |
|---|---|---|---|---|---|
| 4 | 1.75 | 0.32 | 0.064 | 0.137 | 2.35 |
| 16 | 5.86 | 0.30 | 0.013 | 0.082 | 3.67 |
| 64 | 23.03 | 0.27 | 0.004 | 0.059 | 4.61 |
is proportional to in three dimensions, decreases like in five, and is nearly constant in four, just as the of formula (6). In four dimensions decreases slowly and increases: the shape "rare, but when they meet they meet many times at once". With finite this does not confirm the rate . Computed
The bubble diagram: the logarithm of four dimensions
The key to improving the tree-diagram bound in four dimensions is the bubble diagram cut off at distance (ADC formula (1.25)): the diagram that joins two two-point functions and goes once round. For the free-field two-point function (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 far away in four dimensions, it grows logarithmically. Known
ComputedTable 1 The lattice bubble of the free field (infinite lattice, mass 0, integrated numerically. is the modified Bessel function, and is the probability that a one-dimensional continuous-time random walk jumping left and right each at rate 1 is at at time ). The increment is the difference when doubles; formula (9) gives .
| L | d=3 | d=4 | Increment for d=4 | d=5 |
|---|---|---|---|---|
| 4 | 0.4504 | 0.05123 | 0.00738 | 0.01866 |
| 8 | 0.8388 | 0.05926 | 0.00803 | 0.01898 |
| 16 | 1.6161 | 0.06766 | 0.00839 | 0.01916 |
| 32 | 3.1711 | 0.07624 | 0.00858 | 0.01925 |
The four-dimensional increment approaches 0.00878; in three dimensions the increment doubles each time (), 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 , , and four points mutually farther apart than , with some , the following (ADC formula (1.24)).
If the two-point function nearly satisfies the infrared bound (the case expected in four dimensions), is of order and ; 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 (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 (ADC §4, §6). Known
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 of §01) that can appear in any limit (ADC §1.1). It includes "hard" and the Ising model (the Griffiths–Simon construction, which makes 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- results below among the partial results for . Journals at the end).
| Year | Authors | Content |
|---|---|---|
| 1981–82 | Aizenman; Fröhlich | Gaussian for |
| 1983 | Aizenman–Graham; Aragão de Carvalho–Caracciolo–Fröhlich | Partial results for |
| 1985–87 | Gawędzki–Kupiainen; Feldman–Magnen–Rivasseau–Sénéor; Hara–Tasaki | Small (renormalisation group) |
| 2014 | Bauerschmidt–Brydges–Slade | Small , components |
| 2021 | Aizenman–Duminil-Copin | , all 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).
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 (for formula (3), ). 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 , and the bubble is the same as in formula (9) (the sum over positions and the integral over momenta are equal by Parseval's identity; 1-11). With the cutoff and the scale we look at,
(the middle is the integral of the flow equation ). However large the bare coupling is made, raising the cutoff sends to 0. Conversely, keeping and extending upwards, the denominator becomes 0 at () (the Landau pole). For Yang–Mills the sign is reversed (formula (2) of 6-07), and fixing and raising only sends the bare coupling to 0. PhysicsComputed
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 and the right end is Yang–Mills; Figure 2 draws the same quantities as functions of the scale.
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 of formula (11), and for the bare coupling keeping ().
| log₁₀(Λ/μ) | u(Λ) = ∞ | u(Λ) = 1 | g²(Λ) |
|---|---|---|---|
| 2 | 11.430 | 0.920 | 0.609 |
| 10 | 2.286 | 0.696 | 0.238 |
| 40 | 0.572 | 0.364 | 0.072 |
| 80 | 0.286 | 0.222 | 0.038 |
The rate of collapse is , the same type of slowness as the 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
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, goes to 0 logarithmically. Example: the column of Table 4 reads 0.696 at distances 10 orders of magnitude longer than the scale where , 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 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
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 , 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).
- 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 is an actual example that, within the family of nearest-neighbour, ferromagnetic, one-component lattice models, becomes Gaussian however the parameters are moved (if at large distance).
- The theorem for 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 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).
- 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 | |
|---|---|
| Said | That "trivial" means Gaussian, with the four-point Ursell function as the marker. That the limits approaching the critical point of one-component with a lattice ultraviolet cutoff and of the Ising model were shown Gaussian for in 1981–82 and for in 2021 ( from the description in ADC §1.1 and JW §6.2; checked in the text of ADC) Known |
| Said | That 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 and Yang–Mills in the one-loop picture Physics |
| Not said | Triviality of 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
| Item | Kind | Source / tools |
|---|---|---|
| Formulas (1)–(10), Theorems 1.2 and 1.3, Proposition 1.4, the quotations in §03, §07, §09 | Text (arXiv version 4) | M. Aizenman, H. Duminil-Copin, Marginal triviality of the scaling limits of critical 4D Ising and models, Ann. of Math. 194 (2021) 163–235, arXiv:1912.07973 |
| The other literature in Table 3 | Bibliographic data only | Aizenman, 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 extension | Bibliographic data only | Newman, CMP 41 (1975) 1–9; Fröhlich–Simon–Spencer, CMP 50 (1976) 79–95; Glimm–Jaffe, Positivity of the 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 , the present state | Text §4, §6, §6.2 | A. Jaffe, E. Witten, Quantum Yang–Mills Theory, Clay Mathematics Institute (2000) |
| Non-trivial continuum limits of gauge theories, the Gaussian limit of YMH | §6, abstract | S. 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 pole | Computed | Python 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 →