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
How U(1) differs from the non-abelian case — on the same lattice, an abelian group changes phase on the way
What this chapter shows — If the group on a four-dimensional lattice is , at large one enters a phase of massless photons, and that there is a phase transition on the way is a theorem (at least for actions of Villain type) (Guth, Fröhlich–Spencer). For no jump is seen in the numbers, and it is believed that the correlation length does not diverge at finite (). The precise form of "because it is non-abelian".
Prerequisite chapters — 5-02 The strong-coupling expansion. We also borrow the phase transitions of 2-08 and the one-loop coefficient of 4-06.
Said first — The theorems are about , finite groups and three dimensions. For four-dimensional , neither nor the gap has been proved. The numbers are observations on a small lattice.
- Two groups on the same lattice — sums of angles and products of matrices
- On the strong-coupling side they cannot be told apart — both have the area law
- Weak-coupling U(1) is a gas of photons — the Coulomb force (Figure 1)
- Between the two shores the line breaks — Guth, Fröhlich–Spencer (Figure 2)
- Detour: monopole loops — four dimensions and three
- No jump is seen for SU(2) — only a crossover
- The source of the difference is the running of the coupling — and
- The precise form of "because it is non-abelian" — a table of counterexamples
- What remains as mathematics
Two groups on the same lattice — sums of angles and products of matrices
Wilson's lattice (5-01) has the same form for every compact group. Group elements are placed on the edges, and the product around the four edges of a plaquette is weighted. For (2-03 §08) each edge carries an angle , and the product becomes a sum of angles . For each edge carries a matrix , and the product is the matrix product .
The convention for is chosen so that the action returns to the Maxwell or Yang–Mills action in the classical continuum limit Known. The of is not the obtained by putting into the of . This is because the generators are normalised differently (for the edge carries (the sign is the same as in (2) of 5-01), for ). For , and make the action approximately , and matching it to Maxwell's gives . The difference shows in the form of the formulas. is a linear expression in the edge angles (the lattice curl), and the only non-linearity of the action is the periodicity of , that is, the compactness of the group. For , writing , the exponent of contains terms with the commutator (1-03). This is the self-interaction on the lattice (3-02). Example: if the angles on the four edges are , then , and the order of addition does not matter. For with and , , while the reordered Computed. For the sum of angles is 0 in both cases. Cyclic permutations (such as ), however, do not change the value, because .
On the strong-coupling side they cannot be told apart — both have the area law
On the side where is small the two groups behave alike. The variable of the character expansion of 5-02 is
( are modified Bessel functions), and since both have the area law. Example: for at , and ; at , and Computed. The area law and exponential decay at small are theorems for every compact group (Osterwalder–Seiler 1978) Known. They are a property of the lattice being coarse and do not use non-commutativity (5-02 §08).
The difference shows only in numerical coefficients. As , and , so grows in both cases in the form , and the difference is the constant . At , and , larger than for at the same () Computed. The convention (1) differs from group to group, so comparing sizes at the same means little. What matters is that both have an area law of the same form.
Weak-coupling U(1) is a gas of photons — the Coulomb force and the perimeter law
When is large the weight demands , and with the action is quadratic. Since is linear, this is a lattice Maxwell field without interaction (photons).
The right-hand formula of (3) is the form for one fixed gauge (Feynman gauge, 4-08) Known. Gauge-invariant quantities (Wilson loops) do not depend on this choice.
That diverges as is what "massless" means, and correlations of the field strength decrease as the power Known.
Per point there are 3 physical degrees of freedom (4 edges minus 1 for the gauge), and 6 plaquettes. From the Gaussian integral , the mean action of one mode with quadratic action is (equipartition). Hence , that is,
( has 3 generators). Example: for at , , and Monte Carlo gives (Table 2) Computed.
The force between static charges
An Wilson loop is the amplitude of a pair of static charges held for time . For a Gaussian field it can be written in closed form, and as
remains Known. is the Green function of the three-dimensional lattice, at large distance. So has the Coulomb form and stays at the finite value . It does not confine. Computing with gives Computed. The at is a check from .
| 1 | 0.16667 | 0.17315 |
| 4 | 0.23244 | 0.23284 |
| 16 | 0.24775 | 0.24776 |
| 0.25273 | 0.25273 |
ComputedThe numbers in this figure were computed on this machine (the solid line is the calculation of Table 1; the dashed line computes the series for on the spot). Near neither approximation can be used (§04).
For finite squares too, we obtained from a Fourier sum on a periodic lattice. At it is : divided by the area it goes towards 0 as , and divided by the perimeter it settles to almost a constant, (the perimeter law). The value per perimeter approaches as (the same as the limit of long rectangles). It approaches with corrections of and logarithms from the corners Computed.
Between the two shores the line breaks — Guth and Fröhlich–Spencer
That the same picture remains when the approximations are dropped is a theorem for . The theorem, however, is about actions of Villain type (Guth's abstract). The Villain type is the action whose weight is the periodic Gaussian in place of . The abstract of Fröhlich–Spencer does not state the type of action (the text was not obtained). (2), (4), Table 2, Figure 2 and the below are numbers for the Wilson action (1).
The logic of the theorem is short: if the string tension is positive at small and 0 at large , then cannot be an analytic function. An analytic function that is 0 on an interval is 0 everywhere. A point where a thermodynamic quantity is not analytic is a phase transition (2-08 §04).
The second half was shown by Guth (1980): for an action of Villain type with , a lower bound on Wilson loops “has the form of a Coulomb interaction and guarantees that electric charges are not confined”, and together with the strong-coupling result of Osterwalder–Seiler he concludes “this model has at least one phase transition” (abstract) Known.
The abstract of Fröhlich–Spencer (1982) is “We give a new, elementary proof for the existence of a deconfining transition to a massless (QED) phase in the four-dimensional U(1) lattice gauge theory” Known. Chatterjee (2018) §4 introduces it as “A fully rigorous proof of Guth's theorem”.
Convergence to the continuum limit — Driver
The abstract of Driver (1987) deals with the continuum limit. “compact U(1) lattice gauge theory with general energy function converges to a renormalized free electromagnetic field on the current sector as the lattice spacing approaches zero” comes with the condition “provided the coupling constant is sufficiently large”. For the Wilson action it says “it is possible, by judicious choice of the Gibbs state, to get convergence for arbitrary coupling strengths” Known. The "current sector" is the range of observables that smear the field with smooth currents. Whether the “coupling constant” of the abstract is on the side of or of has not been checked, because we have not been able to read the text.
The jump seen in numbers
For the Wilson action the transition point is reported numerically as , with evidence of a first-order transition (Arnold et al. 2001, conference proceedings; the abstract of the follow-up proceedings hep-lat/0210010 also writes “strong evidence for a first-order phase transition”) Physics. A first-order transition is one in which the mean plaquette jumps at , and there the two phases can coexist. Because they can coexist, a run started in one phase stays in that phase for a while, and runs that raise and runs that lower it disagree. This is hysteresis.
On this machine we compared, with the Metropolis method on a lattice, a run lowering from above (cold start) with a run raising it from below (hot start) (at each , 100 sweeps discarded and 100 sweeps measured).
ComputedThe numbers in this figure were computed on this machine (the points are Monte Carlo, of which Table 2 is an excerpt; the curves compute (2) and (4) on the spot).
| Group | Cold | Hot | Strong coupling | Weak coupling | |
|---|---|---|---|---|---|
| U(1) | 0.98 | 0.5742(55) | 0.5541(27) | 0.4393 | 0.7449 |
| U(1) | 1.00 | 0.6425(39) | 0.5684(35) | 0.4464 | 0.7500 |
| U(1) | 1.02 | 0.6756(18) | 0.6150(38) | 0.4534 | 0.7549 |
| U(1) | 2.00 | 0.8652(4) | 0.8641(5) | 0.6978 | 0.8750 |
| SU(2) | 1.8 | 0.4440(10) | 0.4371(18) | 0.3994 | 0.5833 |
| SU(2) | 2.2 | 0.5685(20) | 0.5638(18) | 0.4645 | 0.6591 |
| SU(2) | 4.0 | 0.7997(8) | 0.7994(6) | 0.6580 | 0.8125 |
For the two runs disagree for –, and at the difference is . It can be read as each run staying in its original phase (the hysteresis above). The transition was also seen in the numerics of Creutz–Jacobs–Rebbi (1979) Physics. This table comes from short runs on a small lattice and has no power to decide the order (5-07).
Detour: monopole loops — four dimensions and three
A section you may skip.
does not distinguish integer multiples of . Bringing the of the six faces of a small cube back into and adding them can leave an integer multiple of , and that is a lattice magnetic monopole. In four dimensions monopoles are closed loops (world lines); a loop of length pays about in action and can be drawn in about ways.
If , long loops fill space, disorder the lines of force and produce the area law. When is large only short loops remain, and photons survive. Estimates of this kind are in Banks–Myerson–Kogut (1977) Physics. Precisely, (7) leaves out the interaction between loops, and the theorem is the one in §04.
In three dimensions monopoles become points, and a gas of points causes Debye screening (the weakening of the far field by a gas of point charges) at every coupling. Polyakov (1977) showed confinement for three-dimensional compact by this mechanism (a semiclassical argument) Physics. Göpfert–Mack (1982) proved for the Villain action that the “string tension α is nonzero for all values of the coupling constant g²” Known. The same abstract writes that in the continuum limit the string tension in physical units goes to infinity. It is an example that confines even though abelian, and where the scale does not become a single one (7-02 §03).
No jump is seen for SU(2) — only a crossover
For in Table 2, the difference between the two runs is at most about , about a tenth of that for . The difference at is about 3 times the error in the table, but it is a difference between runs thermalised for only 100 sweeps at each , and as varies the cold and hot runs do not split into two systematic branches (how to tell insufficient thermalisation from a jump is in 5-07). The plaquette follows the leading strong-coupling term for , approaches the leading weak-coupling term for , and joins the two smoothly around Computed.
The abstract of Creutz (1980) fixes the string tension, makes the lattice finer, sees the bare coupling decrease logarithmically as the renormalisation group predicts, and writes “This supports the coexistence of confinement and asymptotic freedom” Physics.
The peak of the specific heat around the crossover is said to be the “shadow” of a nearby critical end point in a family of actions with an added term in the adjoint representation (Bhanot–Creutz 1981) Physics. Whether there is a phase transition can depend on the choice of action, so we consider it separately from the continuum limit. That for four-dimensional there is no point at finite where the correlation length diverges is a believed statement, not a theorem. Chatterjee (2018) §5 writes “It is believed … βc = ∞”, that is, (5-05 §01).
The source of the difference is the running of the coupling — and
What separates and is whether the effective coupling changes with distance (4-06). At one loop
is the Casimir number of the adjoint representation, for and 0 for Known. The right-hand formula is the value of the coupling at spacing seen at length .
With no matter fields, is 0 for , 0.04644 for and 0.06966 for Computed.
For , , so if is large the Gaussian approximation is self-consistent at all distances, and the Coulomb force of §03 continues to large distances. For , however large is, taking large enough brings the right-hand side of (8) towards 0, and the coupling becomes strong. The rough guide is , the same form as the of 5-05 §03. That there is no point at finite where the correlation length becomes infinite is what "" means Physics. Example: for at one loop, raising by 1 multiplies the correlation length by about () Computed. This is a one-loop guide only; corrections from two loops and beyond, and the breaking of asymptotic scaling in the range of actually used, are treated in 5-05.
The precise form of "because it is non-abelian" — four phrasings and counterexamples
Using known examples with groups and dimensions exchanged, we list which phrasings fail (see also 9-05 §04).
| Phrasing | Example that breaks it | Source |
|---|---|---|
| Abelian means no confinement | Three-dimensional has the area law at every coupling (Villain action) | Göpfert–Mack |
| Non-abelian means confinement | Four-dimensional non-abelian finite groups are thought not to confine Physics | Chatterjee's lecture material, 5-10 |
| Exponential decay is because it is non-abelian | For finite groups, abelian or not, exponential decay at weak coupling is a theorem | Adhikari–Cao |
| The number of phases is decided by whether the group is abelian | Four-dimensional abelian (with large) has at least three phases: confining, massless (QED-like) and screened | Elitzur–Pearson–Shigemitsu, Guth (Villain type, ), Fröhlich–Spencer; numerics by Creutz–Jacobs–Rebbi |
The "screened" of Table 3 is the “screened” of Elitzur–Pearson–Shigemitsu, the phase in which Wilson loops follow the perimeter law and excitations are massive. It is a different meaning from the Debye screening of §05 (which produces confinement). The same paper derives this sequence of phases from the existence of the phases of the O(2) model, using self-duality and correlation inequalities (abstract). Numerically, the abstract of Creutz–Jacobs–Rebbi (1979) reports two transitions for Physics.
What matters is not only "non-abelian" but that the group is continuous. Continuity matters, however, for whether massless waves remain at the end of sufficiently large . For a finite group the edge values are discrete, and at sufficiently large the edges freeze to the identity, so no massless waves like photons can be made Physics. On the other hand (with large) has a massless phase at intermediate (row 4 of Table 3). Exponential decay at large for finite groups is a different thing from the gap of the continuum theory (5-10). is continuous, so it has massless waves, and since they survive.
For a four-dimensional continuous non-abelian compact group, (i) there is no point at finite where the correlation length diverges (), and (ii) as the gap in lattice units goes to 0, but dimensionless ratios (for example ) stay at positive values Physics.
(ii) is the form of Problem 5.1 in 5-09. Neither (i) nor (ii) has been proved. It is more accurate to say that the role of non-commutativity is not "to make a gap" but "to break the massless weak-coupling picture at large distances".
What remains as mathematics
On the side of theorems are the strong-coupling results of §02, Guth and Fröhlich–Spencer (actions of Villain type) and Driver (with the conditions of the abstract) in §04, Göpfert–Mack in §05, rows 1 and 3 of Table 3, and Guth and Fröhlich–Spencer in row 4 Known. (7) and Polyakov in §05, and row 2 of Table 3, are at the level of physics. On the side of belief: that for four-dimensional there is no point at finite where the correlation length diverges (, Chatterjee §5), the area law for all , and that the gap remains in physical units in the continuum limit Physics. Depending on the action, there can be bulk (lattice-scale) phase transitions not accompanied by a divergence of the correlation length. Lattice calculations of with large report such a transition on the strong-coupling side, limiting the range that can be computed (abstract of Lucini–Teper–Wenger 2005) Physics. This does not contradict . Problem 4.1 of Chatterjee (2018) asks for the area law at all for four-dimensional non-abelian compact groups, and writes that at large it “remains elusive” (5-02 §08).
What the theorem teaches is that an argument extending strong-coupling results to weak coupling without distinguishing groups is wrong. What must be shown for includes a negative statement, "the divergence of the correlation length and the breaking of the area law do not occur at finite ", and the tools to say that over the whole range of exist at present only on the strong-coupling side (6-10, 9-04).
What this chapter can say
| Matter | Said | Not said |
|---|---|---|
| Leading terms (2)(3)(4), estimate (7) | Standard approximations Known. Consistent with Table 2 at both ends Computed. (7) is a physical estimate Physics | Errors at intermediate . The coefficients of (7) |
| Static potential, perimeter law | A bounded Coulomb force and the perimeter law within the Gaussian approximation Computed | Estimates without the approximation |
| The phase transition of four-dimensional (actions of Villain type) | An account of the theorems Known. Observation of hysteresis for the Wilson action on Computed | The order and position of the transition. The form of the theorem for the Wilson action |
| for | That no jump is seen on a small lattice Computed | A proof that the correlation length does not diverge at finite |
| "Because it is non-abelian" | Sorting the phrasings by known counterexamples Known | Proofs of (i)(ii). This chapter shows nothing about the mass gap or the continuum limit |
Sources and reproduction
| Item | Kind | Source / tools |
|---|---|---|
| §04, Table 3 | Abstract (text not obtained) | A. H. Guth, Phys. Rev. D 21 (1980) 2291 |
| §04, Table 3 | Abstract (text not obtained; the abstract does not give the type of action) | J. Fröhlich, T. Spencer, Commun. Math. Phys. 83 (1982) 411–454 |
| Continuum limit in §04 | Abstract (text not obtained) | B. K. Driver, Commun. Math. Phys. 110 (1987) 479–501 |
| Strong-coupling theorem in §02 | Bibliographic data only | K. Osterwalder, E. Seiler, Ann. Phys. 110 (1978) 440–471 |
| §04, §06, §09 | Text §4, §5 | S. Chatterjee, arXiv:1803.01950 (2018) |
| Bulk transition in §09 | Abstract | B. Lucini, M. Teper, U. Wenger, “Properties of the deconfining phase transition in SU(N) gauge theories”, JHEP 0502 (2005) 033, arXiv:hep-lat/0502003 |
| in §04 | Abstract (conference proceedings) | G. Arnold, T. Lippert, T. Neuhaus, K. Schilling (author order as on arXiv), “Finite size scaling analysis of compact QED”, Nucl. Phys. B Proc. Suppl. 94 (2001) 651–656, arXiv:hep-lat/0011058 |
| Follow-up proceedings in §04 | Abstract | G. Arnold, B. Bunk, T. Lippert, K. Schilling, Lattice 2002, arXiv:hep-lat/0210010 |
| Numerics in §04, row 4 of Table 3 | Abstract | M. Creutz, L. Jacobs, C. Rebbi, Phys. Rev. D 20 (1979) 1915 |
| §05 | Abstract | T. Banks, R. Myerson, J. B. Kogut, Nucl. Phys. B 129 (1977) 493 / A. M. Polyakov, Nucl. Phys. B 120 (1977) 429 |
| §05, Table 3 | Abstract | M. Göpfert, G. Mack, Commun. Math. Phys. 82 (1982) 545–606 (the year is the Crossref year of publication; INSPIRE gives 1981) |
| §06 | Abstract | M. Creutz, Phys. Rev. D 21 (1980) 2308 / G. Bhanot, M. Creutz, Phys. Rev. D 24 (1981) 3212 |
| Table 3 | Abstract | A. Adhikari, S. Cao, Ann. Probab. 53 (2025) 140, arXiv:2202.10375 / S. Elitzur, R. B. Pearson, J. Shigemitsu, Phys. Rev. D 19 (1979) 3698 |
| Row 2 of Table 3 | Text of the lecture slides (the subject is the area law: “It is not expected to hold for 4D Abelian theories at large β, nor even for 4D non-Abelian theories with finite gauge groups”). The same slides mention that Cao (2020) obtained the leading term of Wilson loops at large for every finite group in four dimensions (Cao's paper: bibliographic data only, not checked) | S. Chatterjee, “Yang–Mills on the lattice: New results and open problems” (lecture slides; year not checked, the PDF was created in 2020) |
| Table 2, Figure 2 | Computed on this machine | Python 3, NumPy. mc_u1.py, mc_su2.py (Metropolis method, arguments 6 100 100, 1 to 2 minutes per run), approx.py |
| The example of ordering in §01, the comparison of in §02 | Computed on this machine | Python 3, SciPy. order_su2.py |
| Table 1, the perimeter law of §03, Figure 1, in §07 | Computed on this machine | Python 3, SciPy. coulomb.py (the integral for , the Fourier sum on ), g3table.py |
Next chapter to read: 5-07 The Monte Carlo method (the method that made Table 2, and how to read its errors).
← 5-05 Weak coupling and the continuum limitContents5-07 The Monte Carlo method →