Yang-Mills for probabilists
Sourav Chatterjee

TL;DR
This paper discusses the formulation of Euclidean Yang-Mills theories as problems in probability theory, aiming to contribute to the rigorous construction of quantum Yang-Mills theories in four dimensions.
Contribution
It presents a probabilistic formulation of core aspects of Euclidean Yang-Mills theories and lattice gauge theories, highlighting key open problems and their mathematical context.
Findings
Identifies core problems in probability related to Euclidean Yang-Mills theories.
Connects lattice gauge theories with continuum limits in a probabilistic framework.
Reviews existing mathematical literature on the topic.
Abstract
The rigorous construction of quantum Yang-Mills theories, especially in dimension four, is one of the central open problems of mathematical physics. Construction of Euclidean Yang-Mills theories is the first step towards this goal. This article presents a formulation of some of the core aspects this problem as problems in probability theory. The presentation begins with an introduction to the basic setup of Euclidean Yang-Mills theories and lattice gauge theories. This is followed by a discussion of what is meant by a continuum limit of lattice gauge theories from the point of view of theoretical physicists. Some of the main issues are then posed as problems in probability. The article ends with a brief review of the mathematical literature.
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Taxonomy
TopicsRandom Matrices and Applications · Markov Chains and Monte Carlo Methods · Statistical Mechanics and Entropy
Yang–Mills for probabilists
Sourav Chatterjee
Department of Statistics
Stanford University
Sequoia Hall, 390 Serra Mall
Stanford, CA 94305
Dedicated to friend and teacher Raghu Varadhan on the occasion of his birthday.
Abstract.
The rigorous construction of quantum Yang–Mills theories, especially in dimension four, is one of the central open problems of mathematical physics. Construction of Euclidean Yang–Mills theories is the first step towards this goal. This article presents a formulation of some of the core aspects this problem as problems in probability theory. The presentation begins with an introduction to the basic setup of Euclidean Yang–Mills theories and lattice gauge theories. This is followed by a discussion of what is meant by a continuum limit of lattice gauge theories from the point of view of theoretical physicists. Some of the main issues are then posed as problems in probability. The article ends with a brief review of the mathematical literature.
Key words and phrases:
Lattice gauge theory, Yang–Mills theory, Wilson loop variable, continuum limit, area law, quark confinement
2010 Mathematics Subject Classification:
70S15, 81T13, 81T25, 82B20
Research partially supported by NSF grant DMS-1608249
Contents
- 1 Introduction
- 2 Euclidean Yang–Mills theories
- 3 Lattice gauge theories
- 4 Wilson loop variables and quark confinement
- 5 The problem of defining the continuum limit
- 6 Review of the mathematical literature
1. Introduction
Four-dimensional quantum Yang–Mills theories are the building blocks of the Standard Model of quantum mechanics. The Standard Model encapsulates the sum total of all that is currently known about the basic particles of nature (see [48] for more details about the physics). Unfortunately, in spite of their incredible importance, quantum Yang–Mills theories have no rigorous mathematical foundation. In fact, the mathematical foundation is so shaky that we do not even know for certain the right spaces on which these theories should be defined, or the right observables to look at.
Quantum Yang–Mills theories are defined in Minkowski spacetime. Euclidean Yang–Mills theories are ‘Wick-rotated’ quantum Yang–Mills theories that are defined in Euclidean spacetime. These should, at least in principle, be easier to understand and analyze than their Minkowski counterparts. Although these theories are not rigorously defined either, they are formally probability measures on spaces of connections on certain principal bundles (more details to follow). Moreover, they have lattice analogs, known as lattice gauge theories or lattice Yang–Mills theories, that are rigorously defined probabilistic models. Therefore, the construction of Euclidean Yang–Mills theories, when viewed as a problem of taking scaling limits of lattice gauge theories, reveals itself as a problem in probability theory.
The problem of rigorously constructing Euclidean Yang–Mills theories, and then extending the definition to Minkowski spacetime via Wick rotation, is the problem of Yang–Mills existence, posed as a ‘millennium prize problem’ by the Clay Institute [54].
Quantum Yang–Mills theories are certain kinds of quantum field theories. A standard approach to the rigorous construction of quantum field theories is via the program of constructive quantum field theory, as outlined in the classic monograph of Glimm and Jaffe [46]. One of the important objectives of constructive quantum field theory is to define Euclidean quantum field theories as probability measures on appropriate spaces of generalized functions, and then show that these probability measures satisfy certain axioms (the Wightman axioms, or the Osterwalder–Schrader axioms), which would then imply that the theory can be ‘quantized’ to obtain the desired quantum field theories in Minkowski spacetime. However, as noted in the monograph of Seiler [74], there is a fundamental problem in following this path for Yang–Mills theories: the key observables in these theories do not take values at points, but at curves. Thus, it is not clear how to describe these theories as probability measures on spaces of generalized functions on manifolds — they should, rather, be probability measures on spaces of generalized functions on spaces of curves. These considerations led Seiler [74] to pose the problem as a problem of constructing an appropriate random function on a suitable space of closed curves. This is the route that we will adopt in this section, partly because it gives the most straightforward way of stating the problem.
That said, however, we still need a bit of preparation. After presenting quick introductions to Euclidean Yang–Mills theories, lattice gauge theories and Wilson loops in the first three sections, the physicist’s definition of a continuum limit of lattice gauge theories is discussed and well-defined mathematical problems are formulated. The last section contains a brief review of the mathematical literature.
2. Euclidean Yang–Mills theories
An Euclidean Yang–Mills theory involves a dimension , and a ‘gauge group’ , usually a compact Lie group. For simplicity, let us assume that is a closed subgroup of the group of unitary matrices of some order . Examples are for quantum electrodynamics, for quantum chromodynamics, and for the Standard Model, with dimension in each case.
The Lie algebra of the Lie group is a subspace of the vector space of all skew-Hermitian matrices. A connection form on is a smooth map from into . If is a connection form, its value at a point is an -tuple of skew-Hermitian matrices. In the language of differential forms,
[TABLE]
The curvature form of a connection form is the -valued -form
[TABLE]
In coordinates, this means that at each point , is an array of skew-Hermitian matrices of order , whose entry is the matrix
[TABLE]
where denotes the commutator of and .
Let be the space of all connection forms on . The Yang–Mills action on this space is the function
[TABLE]
where is the curvature form of and denotes the Hodge star operator, assuming that this integral is finite. Explicitly, this is
[TABLE]
The Euclidean Yang–Mills theory with gauge group on is formally described as the probability measure
[TABLE]
where belongs to the space of all connection forms, is the Yang–Mills functional defined above,
[TABLE]
is infinite-dimensional Lebesgue measure on , is a parameter called the coupling strength, and is the normalizing constant that makes this a probability measure.
The above description of Euclidean Yang–Mills theory with gauge group is not directly mathematically meaningful because any simple-minded way of defining infinite-dimensional Lebesgue measure on would yield and make it impossible to define as a probability measure. While it has been possible to circumvent this problem in roundabout ways and give rigorous meanings to similar descriptions of Brownian motion and various quantum field theories in dimensions two and three, Euclidean Yang–Mills theories have so far remained largely intractable.
3. Lattice gauge theories
In 1974, Wilson [79] proposed a discretization of Euclidean Yang–Mills theories. These are now known as lattice gauge theories or lattice Yang–Mills theories. Let be as in the previous section. The lattice gauge theory with gauge group on a finite set is defined as follows. Suppose that for any two adjacent vertices , we have a unitary matrix , with the constraint that . Let us call any such assignment of matrices to edges a ‘configuration’. Let denote the set of all configurations. A square bounded by four edges is called a plaquette. Let denote the set of all plaquettes in . For a plaquette with vertices in anti-clockwise order, and a configuration , define
[TABLE]
The Wilson action of is defined as
[TABLE]
where is the identity matrix of order . Let be the product Haar measure on . Given , let be the probability measure on defined as
[TABLE]
where is the normalizing constant. This probability measure is called the lattice gauge theory on for the gauge group , with inverse coupling strength .
Often, it is convenient to work with an infinite volume limit of the theory, that is, a weak limit of the above probability measures as . The infinite volume limit may or may not be unique. Indeed, the uniqueness (or non-uniqueness) is in general unknown for lattice gauge theories in dimensions higher than two when is large.
Lattice gauge theories in several variations are a huge computational engine for numerical approximations for the Standard Model. They are used to make very accurate predictions of quantities like the masses of hadrons [16]. For readers who want to learn more about the physics of lattice gauge theories, two textbook references are [70] and [45]. There are also two rather extensive scholarpedia articles on lattice gauge theories and lattice quantum field theory, respectively.
The passage from a lattice gauge theory to an Euclidean Yang–Mills theory is heuristically justified as follows. First, discretize the space as the scaled lattice for some small . Next, take a connection form
[TABLE]
Let denote the standard basis vectors of . For a directed edge of , define
[TABLE]
and let . This defines a configuration of unitary matrices assigned to directed edges of . For a plaquette in , let be defined as in (3.1). Then a formal calculation using the Baker–Campbell–Hausdorff formula for products of matrix exponentials shows that when is small,
[TABLE]
where is the Yang–Mills action defined in (2.1). The calculation goes as follows. Take any and any , and let
[TABLE]
Let be the plaquette formed by the vertices . Let be defined as in (3.1). Then
[TABLE]
Recall the Baker–Campbell–Hausdorff formula for products of matrix exponentials:
[TABLE]
Iterating this gives, for any and any ,
[TABLE]
Recall that the eigenvalues of a skew-Hermitian matrix are all purely imaginary, and that the commutator of two skew-Hermitian matrices is skew-Hermitian. Consequently, the term within the exponential on the right side of the above display is skew-Hermitian and therefore has a purely imaginary trace. This implies that if is the order of the matrices, if the entries of are of order and if the entries of are of order , then
[TABLE]
where the real part of the trace was replaced by the trace on the right because the square of a skew-Hermitian matrix has real eigenvalues. Writing
[TABLE]
and using a similar Taylor expansion for , we get
[TABLE]
Combining the above observations gives
[TABLE]
This gives the formal approximation
[TABLE]
The above heuristic was used by Wilson to justify the approximation of Euclidean Yang–Mills theory by lattice gauge theory, scaling the inverse coupling strength like as the lattice spacing . The most important dimension is , because spacetime is four-dimensional. In the above formulation, does not scale with at all when . Currently, however, the general belief in the physics community is that should scale like in dimension four, although there are doubts about this belief and the question remains an open mathematical problem.
The problem of constructing continuum limits of lattice gauge theories, from the point of view of theoretical physicists, is discussed in greater detail in the following sections. Most of this is ‘common knowledge’ in the theoretical physics community, but not formalized in the sense of rigorous mathematics. I do not have references, but I have found [59, 74, 60] helpful. In particular, [74] proposes a formulation of continuum limits in terms of Wilson loop expectations, from which I borrow.
4. Wilson loop variables and quark confinement
Any physical theory should have observables of interest. For Yang–Mills theories, the most important observables are Wilson loop variables. These are defined as follows. Suppose that we have an Euclidean Yang–Mills theory on with gauge group , as defined in Section 2. Given a piecewise smooth closed path in and a connection , the Wilson loop variable for is defined as
[TABLE]
where is the path-ordering operator. In differential geometric terminology, the term inside the trace in the above display is the holonomy of along the closed path . Alternatively, it is the parallel transport of the identity matrix along by the connection . If the reader is unfamiliar with these concepts, there is nothing to worry. A simple definition of Wilson loop variables for lattice gauge theories is given below.
The physical importance of Wilson loop variables stems in part from their connection with the static quark potential. It was argued by Wilson [79] that the potential between a static quark and antiquark separated by distance is given by the formula
[TABLE]
where is the boundary of a rectangle of length and breadth , and denotes expectation with respect to a suitable Yang–Mills theory. If grows to infinity as , the quark-antiquark pair cannot separate beyond a fixed distance. This is the phenomenon of quark confinement, observed in experiments but currently lacking a satisfactory theoretical understanding (much less proof) due to the uncertainty about the existence of a continuum limit (although extensive numerical work in the lattice community points to a positive answer). In fact, it is believed that grows like a multiple of for non-Abelian Yang–Mills theories in dimension four. This is known as Wilson’s area law. If the area law holds, then the quantity
[TABLE]
has physical significance. It is called the ‘string tension’ of the continuum theory, and represents the energy density per unit length in the theory.
For lattice gauge theories, the definition of a Wilson loop variable is very simple. Suppose that we have a lattice gauge theory on with gauge group , as in Section 3. A loop in is simply a directed path in the lattice which ends where it started. Given a loop with directed edges , the Wilson loop variable is defined as
[TABLE]
The rationale for this definition is as follows. Let be a smooth connection on . Take some small and define a configuration of group elements assigned to directed edges of using the connection , as in Section 3. Let be a smooth closed path in and let be a loop in that approximates this path. Then, as , the discrete Wilson loop variable approaches the continuous Wilson loop variable .
Wilson’s original motivation for investigating lattice gauge theories was to gain a theoretical proof of quark confinement. Since the expected values of Wilson loop variables are mathematically well-defined for lattice gauge theories, one can hope to give a rigorous proof of the area law in the discrete setting. In fact, the following upper bound suffices.
Problem 4.1** (Area law).**
Take any compact non-Abelian Lie group for some and consider any infinite volume limit of four-dimensional lattice gauge theory with gauge group at inverse coupling strength . Let be a rectangular loop of breadth and length in the lattice. Prove that
[TABLE]
where and are positive constants that depend only on the inverse coupling strength and the gauge group.
Soon after the appearance of Wilson’s paper, physicists realized that the area law holds for any lattice gauge theory at sufficiently small . A rigorous proof was given by Osterwalder and Seiler [72]. However, this also implied that the area law at small cannot be evidence for quark confinement, because there are certain Yang–Mills theories that should not be confining quarks. An example is four-dimensional Yang–Mills theory, which is the theory of electromagnetism. It is a fact of nature that there are no confined quarks in electromagnetism.
This apparent paradox was resolved by Guth [53], who showed that four-dimensional lattice gauge theory fails to satisfy the area law at large . A fully rigorous proof of Guth’s theorem was given by Fröhlich and Spencer [44]. This result suggested that to prove quark confinement in a Yang–Mills theory, the area law has to be proved for the corresponding lattice theory at arbitrarily large . For non-Abelian theories, this is currently known only in dimension two, where it is not very hard to prove. For theory, there is a remarkable result of Göpfert and Mack [47], who proved the area law at arbitrary in dimension three. The solution of Problem 4.1 for four-dimensional non-Abelian lattice gauge theories at large remains elusive.
5. The problem of defining the continuum limit
Take a lattice gauge theory as in Section 3, and consider an infinite volume limit of this theory on obtained by taking a weak limit of the theories on finite cubes. Let and be two Wilson loops of fixed length, such as two plaquettes. The correlation between and is defined as the quantity
[TABLE]
Let denote the Euclidean distance between the two loops. If the logarithm of the above correlation behaves like for some as , then the number is called the correlation length of the model. We have to take the logarithm because there may be polynomial correction terms to the exponential decay in the actual correlation [73, 35].
Physicists say that the model has a continuum limit if there is a critical point such that as , the correlation length tends to infinity. The reason for saying this is that if such a critical point exists, then it is possible to define the model on the scaled lattice instead of , and send in an appropriate manner as such that the correlation length tends to a finite nonzero limit. In other words, it is possible to define correlations in the continuum.
It is believed that in dimension four (which, as stated earlier, is the dimension of greatest physical significance since spacetime is four-dimensional), many of the non-Abelian lattice models of interest have . That is, one needs to take while sending the lattice spacing to zero, to obtain a nontrivial correlation function in the limit.
The following is a possible formulation of the above discussion as a concrete mathematical problem.
Problem 5.1** (Mass gap).**
Take any compact non-Abelian Lie group for some and consider any infinite volume limit of four-dimensional lattice gauge theory with gauge group at inverse coupling strength . For each , let be the plaquette that is closest to (breaking ties by some arbitrary rule). Let denote the correlation between and , as defined in (5.1). Show that for any , there exists some such that
[TABLE]
Moreover, prove that
[TABLE]
The correlation length has a physical meaning. Any lattice gauge theory contains information of an associated class of elementary particles called ‘glueballs’ or ‘gluon-balls’. The existence of glueballs is considered to be one of the most important predictions of the Standard Model, but has not yet been experimentally verified. The number represents the reciprocal of the mass of the lightest glueball in the theory.
One approach to the construction of continuum limits of lattice gauge theories is via Wilson loops. This is the approach that is advocated by Seiler [74, Chapter 8], from which we draw inspiration. While Seiler [74] gives a detailed description of the desired properties of the continuum limit that would presumably facilitate the quantization of the theory, we will restrict attention to the most basic question that needs to be solved before making any further progress.
Let be as above. The problem of constructing a continuum limit at this critical point in terms of Wilson loop expectations can be stated as follows. As , one would like to show that the lattice spacing can be taken to [math] in such a way that if is any sequence of lattice loops converging to a loop in , then converges to a nontrivial limit after some appropriate renormalization.
Since is believed to be a critical point of compact non-Abelian lattice gauge theories in dimension four, one way to formulate the above question for the simple case of rectangular loops is the following.
Problem 5.2** (Continuum limit).**
Take any compact non-Abelian Lie group for some and consider any infinite volume limit of four-dimensional lattice gauge theory with gauge group at inverse coupling strength . Let denote a rectangular loop of length and breadth . Prove that as , there are sequences and , and a nonzero constant , such that for any and ,
[TABLE]
Note that is the limiting perimeter of the rectangular loops after scaling by , and is the limiting area. Since , the above conjecture says that Wilson’s area law holds in the continuum only after subtracting off (‘renormalizing away’) the first term when taking the limit. That is, the logarithm of the Wilson loop expectation in the continuum should be defined as
[TABLE]
With this definition, the string tension of the continuum theory (as defined in Section 4) is the number in (5.2).
Since none of the above has been proved, it is not clear to me whether the renormalization term is indeed necessary. It seems entirely possible that the limit in (5.2) holds without the renormalization term.
The next section gives a brief summary of existing rigorous results on the problem of constructing continuum limits of lattice gauge theories in various dimensions.
6. Review of the mathematical literature
There is a long and quite successful development of two-dimensional Yang–Mills theories in the mathematical literature. The two-dimensional Higgs model, which is Yang–Mills theory with an additional Higgs field, was constructed by Brydges, Fröhlich and Seiler [20, 21, 22] and further developed by Borgs and Seiler [18]. Building on an idea of Bralić [19], Gross, King and Sengupta [52] formulated a rigorous mathematical approach to performing calculations in two-dimensional Yang–Mills theories via stochastic calculus. Different ideas leading to the same goal were implemented by Driver [30, 31] and Klimek and Kondracki [58]. The papers of Driver [30, 31] made precise the idea of using objects called lassos to define the continuum limit of Yang–Mills theories. Explicit formulas for Yang–Mills theories on compact surfaces were obtained by Fine [42, 43] and Witten [80, 81]. All of these results were generalized and unified by Sengupta [75, 76, 77] using a stochastic calculus approach.
Yet another approach was introduced by Lévy [61, 62], who constructed two-dimensional Yang–Mills theories as random holonomy fields. A random holonomy field is a stochastic process indexed by curves on a surface, subject to boundary conditions, and behaving under surgery as dictated by a Markov property. Lévy’s framework allows parallel transport along more general curves than the ones considered previously, and makes interesting connections to topological quantum field theory. A relatively non-technical description of this body of work is given in Lévy [63].
Recently, Nguyen [71] has established the mathematical validity of the perturbative approach to 2D Yang–Mills theory by comparing its predictions with rigorous results obtained by the approaches outlined above. Another important body of recent work consists of the papers of Lévy [64], Driver, Hall and Kemp [34], Driver, Gabriel, Hall and Kemp [33] and Driver [32], who establish the validity of the Makeenko–Migdal equations for 2D Yang–Mills theories [68] by a number of different approaches.
Euclidean Yang–Mills theories in dimensions three and four have proved to be more challenging to construct mathematically. At sufficiently strong coupling (that is, small ), a number of conjectures about lattice gauge theories in arbitrary dimensions — such as quark confinement and the existence of a positive self-adjoint transfer matrix — were rigorously proved by Osterwalder and Seiler [72]. An expansion of partition functions of lattice gauge theories as asymptotic series in the dimension of the gauge group was proposed by ’t Hooft [78], leading to a large body of work. The papers of Chatterjee [26], Chatterjee and Jafarov [28], Basu and Ganguly [15] and Jafarov [55] contain some recent advances on ’t Hooft type expansions and connections with gauge-string duality at strong coupling. Confinement and deconfinement in three- and four-dimensional lattice gauge theories at weak coupling were investigated by Guth [53], Fröhlich and Spencer [44], Göpfert and Mack [47] and Borgs [17].
None of the above techniques, however, help in constructing the continuum limit. The problems posed in Section 5 have not been mathematically tractable. An alternative route is the method of phase cell renormalization. In this approach, one starts with a lattice gauge theory on for some small . Choosing an integer , the theory is then ‘renormalized’ to yield an ‘effective field theory’ on the coarser lattice , which is just another lattice gauge theory but with a more complicated action. A survey of the various ways of carrying out this renormalization step is given in [46, Chapter 22]. The process is iterated to produce effective field theories on for , until the lattice spacing attains macroscopic size (for example, becomes greater than ). Note that the macroscopic effective field theory obtained in this way is dependent on . The goal of phase cell renormalization is to show that the effective field theory at the final macroscopic scale converges to a limit as . Usually, convergence is hard to prove, so one settles for subsequential convergence by a compactness argument. The existence of a convergent subsequence is known as ultraviolet stability, for the following reason. The approximation of an Euclidean Yang–Mills theory by a lattice gauge theory on a lattice with spacing is analogous to truncating a Fourier series at a finite frequency, which grows as . In this sense, a lattice approximation is an ultraviolet cutoff (ultraviolet = high frequency), and the compactness of the effective field theories is ultraviolet stability, that is, stability with respect to the cutoff frequency.
A notable success story of phase cell renormalization is the work of King [56, 57], who established the existence of the continuum limit of the three-dimensional Higgs model. The continuum limit of pure Yang–Mills theory (that is, without the Higgs field) was established earlier by Gross [49], but with a different notion of convergence. Gross’s approach was later used by Driver [29] to construct a continuum limit of 4D lattice gauge theory.
Ultraviolet stability of three- and four-dimensional non-Abelian lattice gauge theories by phase cell renormalization, as outlined above, was famously established by Bałaban [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14] in a long series of papers spanning six years. A somewhat different approach, again using phase cell renormalization, was pursued by Federbush [36, 37, 38, 39, 40] and Federbush and Williamson [41].
Phase cell renormalization is not the only approach to constructing Euclidean Yang–Mills theories. Magnen, Rivasseau and Sénéor [67] formulated a program of directly constructing Yang–Mills theories in the continuum instead of using lattice theories. The main idea in [67] was to regularize the continuum theory by introducing a quadratic term in the Hamiltonian. The problem with this regularization is that it breaks gauge invariance. The problem is taken care of by showing that it is possible to remove the quadratic term and restore gauge invariance by taking a certain kind of limit of the regularized theories.
In spite of the remarkable achievements surveyed above, 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. The standard approach of regularizing Wilson loop variables by phase cell renormalization has not yielded definitive results. In a recent series of papers, Charalambous and Gross [23, 24, 25] and Gross [50, 51] have proposed a method of regularizing connection forms in by letting them flow for a small amount of time according to the Yang–Mills heat flow (see also the papers of Lüscher [65, 66] for a similar idea). It will be interesting to see whether this new approach, in combination with some ideas developed in the paper [27], can lead to the construction of nontrivial three-dimensional Euclidean Yang–Mills theories with non-Abelian gauge groups.
Acknowledgments
I thank Erik Bates, David Brydges, Persi Diaconis, Len Gross, Jafar Jafarov, Erhard Seiler, Scott Sheffield, Steve Shenker, Tom Spencer and Edward Witten for many valuable conversations and comments.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
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