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Disorder-free spin glass transitions and jamming in exactly solvable mean-field models
by Hajime Yoshino
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Submission summary
Authors (as registered SciPost users): | Hajime Yoshino |
Submission information | |
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Preprint Link: | http://arxiv.org/abs/1704.01216v3 (pdf) |
Date submitted: | 2018-02-26 01:00 |
Submitted by: | Yoshino, Hajime |
Submitted to: | SciPost Physics |
Ontological classification | |
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Academic field: | Physics |
Specialties: |
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Approach: | Theoretical |
Abstract
We construct and analyze a family of $M$-component vectorial spin systems which exhibit glass transitions and jamming within supercooled paramagnetic states without quenched randomness. Our system is defined on lattices with connectivity $c=\alpha M$ and becomes exactly solvable in the limit of large number of components $M \to \infty$. We consider generic $p$-body interactions between the vectorial Ising/continuous spins with linear/non-linear potentials. The existence of self-generated randomness is demonstrated by showing that the random energy model is recovered from a $M$-component ferromagnetic $p$-spin Ising model in $M \to \infty$ and $p \to \infty$ limit. In our systems the quenched randomness, if present, and the self-generated randomness act additively. Our theory provides a unified mean-field theoretical framework for glass transitions of rotational degree of freedoms such as orientation of molecules in glass forming liquids, color angles in continuous coloring of graphs and vector spins of geometrically frustrated magnets. The rotational glass transitions accompany various types of replica symmetry breaking. In the case of repulsive hardcore interactions in the spin space, continuous the criticality of the jamming or SAT/UNSTAT transition becomes the same as that of hardspheres.
Current status:
Reports on this Submission
Report #2 by Anonymous (Referee 3) on 2018-4-24 (Invited Report)
- Cite as: Anonymous, Report on arXiv:1704.01216v3, delivered 2018-04-24, doi: 10.21468/SciPost.Report.424
Strengths
1. Useful computations and techniques very clearly exposed
2. Novel models introduced
3. Wide phenomenology covered
Weaknesses
1. Maybe too long, too many things together.
Report
The author introduces a family of spin systems with M components and studies its behaviour in a variety of physically relevant declinations, from various combinations of p-spin-like glassy systems (with both disorder-free induced frustration and quenched disorder) to soft/hardcore potentials.
In particular, the glass and spin-glass transitions and the jamming transitions are exactly computed in the different models of the family, with a precise identification of their universality classes.The REM limit and the perceptron limit of this class of models are, as well, recovered.
The work is important, scientifically sound, computationally robust.
It is a huge work, actually, extremely detailed, even pedagogical, and yet very precise and enlightening.
Therefore, I would like to support the publication of the manuscript on SciPost after some pedantic observations of mine, herewith listed, are considered.
Mainly, I just raise two points (the rest goes in the list of changes)
1) Sec. II. A, I have a question about the scaling of X, Eq (4).
In Eq. (3) \delta is of O(1) and, therefore, r, if I understood correctly.
In the definition of the disorder-free model X^μ =1, Eq (4).
In the Ising case |S_k^μ| = 1. In the continuous model with spherical constraint it is |S_k^μ| ~ 1, at least if the connectivity is large enough.
With this choices Eq. (3) contains a sum over M terms of O(1), i.e., in the disorder-free case
r ~ M/\sqrt{M} O(X^μ) ~ \sqrt{M}. I would ask the author to discuss the reason why this scaling Eq. (4) is adopted, rather than, e. g.,
X = a/\sqrt{M} + b \xi, with b = \sqrt{1-a^2}, a \in [0,1], being a = 0 the completely frustrated case and a = 1 the disorder-free case.
On page 20, it is actually mentioned that - for the p \to \infty limit - a much weaker interaction energy scale O(1/\sqrt{M}) can be chosen for the disorder-free model. It is the choice that would keep T_c-T_K = O(1), rather than O(\sqrt{M}).
2) Sec. III.B, page 11. About the gauge transformation \tilde S_i \equiv \sigma_i S_i.
How is the gauge transformation justified in the continuous spin case? The transformation is defined for Ising-like variables, including \sigma and \eta defined in Eq. (43). In the case of spherical value is this an approximation? If yes how is it justified? I would ask the author to discuss this point explicitly.
Requested changes
1. Sec. II. A, when considering the Ising M-component spin, please consider the similarities with the so called M-p Ising spin model, see, e.g., PRE 60, 58 (1999) for finite dimensional lattice simulations, PRB 81, 064415 (2010) for simulations of power law interacting models and PRB 83, 104202 (2011) for mean-field theory.
2. After Eq. (1), “where we will ind that exact analysis….”, please correct.
3. Page 9, after Eq. (29), “integrations over and λ” in “integrations over λ”
4. III.C “saddple” in “saddle” (also somewhere else in text)
IV first paragraph “we we” in “we”.
5. page 14, after Eq. (64), “becomes stack” in “becomes stuck” (?).
6. page 16, after Eq. (77) “trance” in “trace”
7. page 17, after Eq. (80), “the partition function Eq. (81)” in “the partition function Eq. (67)”.
8. page 21, after Eq. (110) “and and that in terms” in “and in terms”.
9. page 21, IV.C “Here assume limit” in “Here we limit” (?).
10. page 23, VII intro, last line, “Although we may …. in the following but we must keep…” in “Although we may …. in the following, we must keep…”
11. page 24, citation of Duplantier, Ref. [48], should be anticipated right after/before Eq. (127).
12. Eq. (157) the “=“ sign is missing between second and third expression.
13. Page 29, typo: the number of states should be e^{N\Sigma(f)} df and complexity \Sigma(f). Instead the symbol shortening Eq. (165) is used (only here, as far as I could notice).
14. Eq. (179), second term: correct m_i in the numerator in m_{j-1} and m_{i+1} at the denominator in m_j. Third term: a closing parenthesis is missing in the exponent.
15. VIII.C,D. An explicit reference should be given to the variational approach of Sommers and Dupont - J Phys C 17 (1984) - to solve Parisi antiparabolic equation.
Between Eqs. (303) and (304) “faction” in “fraction”.
16. page 47, first paragraph, “disorder-model” in “disorder-free model”.
17. Figs. 7 and 9. Enlarge dots, lines and inner keys.
Report #1 by Anonymous (Referee 4) on 2018-3-27 (Invited Report)
- Cite as: Anonymous, Report on arXiv:1704.01216v3, delivered 2018-03-27, doi: 10.21468/SciPost.Report.394
Strengths
1 - Structural glass with nice analytic properties and many interesting physical features.
2 - Most notably the model is exactly solvable.
3 - The problem exhibits a rich and interesting phase diagram.
4 - The analyses is carried out in two complementary ways.
Weaknesses
1 - The paper is assuming a strong familiarity with the methodology.
2 - There are several minor language mistakes.
Report
The manuscript studies an interesting structural glass problem that exhibits a variety of interesting features. Most notably it is exactly solvable, in the limit where the components of the spins goes to infinity, by virtue of the tree-like structure of the underlying graphical model. The author outlines nicely the different features and carries out an extensive analysis of the model. The different phases -- ferromagnetic phase, supercooled paramagnetic phase and glassy phase -- are analysed in two complementary ways. First by a mean-field calculation which can be carried out owing to the large connectivity of the variable degrees of the factor graph. And second by a density functional approach in the appendix. The consistency of the two approaches provides a nice cross-check of the results. The glassy structure is studied by a detailed replica analysis, including the full-RSB solution of the problem.
In my opinion the model exhibits many interesting features and the analysis is carried out with much care and in great detail.
Comments:
1 - The results in section III A are nice manifestation of the fact that the two limits in $M$ and $N$ can be taken separately in this model. I think this point could be stressed.
2 - The connection to the REM (section IV) can be understood as a consequence of the central limit theorem which applies here due to the tree-like structure of the underlying graphical model. This also explains why the derivation is reminiscent of that of the CLT.
3 - A discrete version of circular colouring has been studied for some particular graphical models in J. Stat. Mech. (2016) 083303.
4 - For readability things such as '... Eq. ( )' should be avoided. A separation by comma can be performed: '..., Eq. ( )' .
5 - There are some minor english flaws. Examples include, but are not limited to, missing preposition and articles such as in "in $...\to \infty$ limit" which should rather read something like "in the $... \to \infty$ limit".
Requested changes
1 - Fig. 2 b:
It is said that both, (a) and (b), contain an example of a $p=2$-body interaction, although (b) shows a three-body interaction.
2 - II A:
The assumptions on $\alpha$ and $p$, i.e. that they are constants of O(1), should be stated. Further I recommend to stress more clearly that the two dimensions, $N$ and $M$, scale independently as the consequences of this choice are very dramatic.
3 - II A:
Equation (6) is a free entropy, not free energy.
4 - II C:
It should be made clear that (18) in this form only holds at the line of jamming. Otherwise in the UNSAT phase the lower integration limit should not be zero.
5 - III A:
I think it could be nice to outline why the symmetry is only present for $p=2$.
6 - III A:
The second sum in (21) should run from $1$ to $M$
7 - III A 1:
In equation (24) the Fourier-representation of the delta-distribution is introduced without mentioning the region of integration.
I think that it is no good practice to introduce implicit notations like this, that are standard in the community, but can be very confusing to other readers.
8 - V A 2:
The reference to (81) in the second paragraph should probably be to (67) and the following formula should be for the replicated partition function $Z^n$ instead of $Z$.
9 - A A:
Notation change in (A2). $\prod_{l=1}^p (S_l)^{\mu}$ should be either $\prod_{l=1}^p (S_{l(\blacksquare)})^{\mu}$ or $\prod_{l=1}^p (S_{i_l})^{\mu}$. Similarly in (A11)
10 - A A:
It is also assumed that the order parameter does not fluctuate with $i$. This translational invariance should be justified. It certainly should be mentioned.