Abstract
We verify a key component of the replica symmetry breaking hypothesis put forward in the physics literature (Mézard and Montanari in Information, physics and computation. Oxford University Press, Oxford, 2009) on random factor graph models. For a broad class of these models we verify that the Gibbs measure can be decomposed into a moderate number of Bethe states, subsets of the state space in which both short and long range correlations of the measure take a simple form. Moreover, we show that the marginals of these Bethe states can be obtained from fixed points of the Belief Propagation operator. We derive these results from a new result on the approximation of general probability measures on discrete cubes by convex combinations of product measures.
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Abbe E., Sandon C.: Proof of the achievability conjectures for the general stochastic block model. Commun. Pure Appl. Math. 71, 1334–1406 (2018)
Allen, S., O’Donnell, R.: Conditioning and covariance on caterpillars. In: IEEE Information Theory Workshop (ITW), pp. 1–5 (2015)
Auffinger, A., Jagannath, A.: Thouless-Anderson-Palmer equations for conditional Gibbs measures in the generic p-spin glass model. (2016). arXiv:1612.06359
Banks, J., Moore, C., Neeman, J., Netrapalli, P.: Information-theoretic thresholds for community detection in sparse networks. In: Proceedings of 29th COLT, pp. 383–416 (2016)
Bapst V., Coja-Oghlan A.: Harnessing the Bethe free energy. Random Struct. Algorithms 49, 694–741 (2016)
Barbier, J., Dia, M., Macris, N.: Threshold saturation of spatially coupled sparse superposition codes for all memoryless channels. In: IEEE Information Theory Workshop (2016)
Borgs C., Chayes J., Lovász L., Sós V., Vesztergombi K.: Convergent sequences of dense graphs I: Subgraph frequencies, metric properties and testing. Adv. Math. 219, 1801–1851 (2008)
Coja-Oghlan, A., Jaafari, N.: On the Potts antiferromagnet on random graphs. Electron. J. Comb. 23, P4.3 (2016)
Coja-Oghlan A., Krzakala F., Perkins W., Zdeborová L.: Information-theoretic thresholds from the cavity method. Adv. Math. 333, 694–795 (2018)
Coja-Oghlan A., Panagiotou K.: The asymptotic k-SAT threshold. Adv. Math. 288, 985–1068 (2016)
Coja-Oghlan A., Perkins W.: Belief Propagation on replica symmetric random factor graph models. Annales de l’Institut Henri Poincare D 5, 211–249 (2018)
Coja-Oghlan A., Perkins W., Skubch K.: Limits of discrete distributions and Gibbs measures on random graphs. Eur. J. Comb. 66, 37–59 (2017)
Contucci P., Dommers S., Giardina C., Starr S.: Antiferromagnetic Potts model on the Erdős-Rényi random graph. Commun. Math. Phys. 323, 517–554 (2013)
Dembo A., Montanari A.: Gibbs measures and phase transitions on sparse random graphs. Braz. J. Probab. Stat. 24, 137–211 (2010)
Dembo A., Montanari A., Sly A., Sun N.: The replica symmetric solution for Potts models on d-regular graphs. Commun. Math. Phys. 327, 551–575 (2014)
Dembo A., Montanari A., Sun N.: Factor models on locally tree-like graphs. Ann. Probab. 41, 4162–4213 (2013)
Ding, J., Sly, A., Sun, N.: Proof of the satisfiability conjecture for large k. In: Proceedings of 47th STOC, pp. 59–68 (2015)
Ding J., Sly A., Sun N.: Maximum independent sets on random regular graphs. Acta Math. 217, 2630–340 (2016)
Diaconis P., Janson S.: Graph limits and exchangeable random graphs. Rend. Mat. Appl 28, 33–61 (2008)
Frieze A., Kannan R.: Quick approximation to matrices and applications. Combinatorica 19, 175–220 (1999)
Galanis A., Stefankovic D., Vigoda E.: Inapproximability of the partition function for the antiferromagnetic Ising and hard-core models. Comb. Probab. Comput. 25, 500–559 (2016)
Giurgiu A., Macris N., Urbanke R.: Spatial coupling as a proof technique and three applications. IEEE Trans. Inf. Theory 62, 5281–5295 (2016)
Janson, S.: Graphons, cut norm and distance, couplings and rearrangements. In: NYJM Monographs, vol. 4 (2013)
Krzakala F., Montanari A., Ricci-Tersenghi F., Semerjian G., Zdeborová L.: Gibbs states and the set of solutions of random constraint satisfaction problems. Proc. Natl. Acad. Sci. 104, 10318–10323 (2007)
Lovász L., Szegedy B.: Limits of dense graph sequences. J. Comb. Theory Ser. B 96, 933–957 (2006)
Marinari E., Parisi G., Ricci-Tersenghi F., Ruiz-Lorenzo J., Zuliani F.: Replica symmetry breaking in short-range spin glasses: theoretical foundations and numerical evidences. J. Stat. Phys. 98, 973–1074 (2000)
Massoulié, L.: Community detection thresholds and the weak Ramanujan property. In: Proceedings of the 46th Annual ACM Symposium on Theory of Computing, pp. 694–703 (2014)
Mézard, M., Montanari, A.: Information, Physics and Computation. Oxford University Press, Oxford (2009)
Mézard M., Parisi G.: The Bethe lattice spin glass revisited. Eur. Phys. J. B 20, 217–233 (2001)
Mézard M., Parisi G.: The cavity method at zero temperature. J. Stat. Phys. 111, 1–34 (2003)
Mézard, M., Parisi, G., Virasoro, M.: Spin Glass Theory and Beyond. World Scientific, Singapore (1987)
Mézard M., Parisi G., Zecchina R.: Analytic and algorithmic solution of random satisfiability problems. Science 297, 812–815 (2002)
Montanari A.: Estimating random variables from random sparse observations. Eur. Trans. Telecommun. 19, 385–403 (2008)
Mossel E., Neeman J., Sly A.: A proof of the block model threshold conjecture. Combinatorica 38, 665–708 (2018)
Mossel, E., Neeman, J., Sly, A.: Reconstruction and estimation in the planted partition model. Probab. Theory Relat. Fields. 1–31 (2014)
Mossel E., Weitz D., Wormald N.: On the hardness of sampling independent sets beyond the tree threshold. Probab. Theory Relat. Fields 143, 401–439 (2009)
Panchenko D.: On the replica symmetric solution of the K-sat model. Electron. J. Probab 19, 1–17 (2014)
Panchenko, D.: The Sherrington-Kirkpatrick Model. Springer, New York (2013)
Raghavendra, P., Tan, N.: Approximating CSPs with global cardinality constraints using SDP hierarchies. In: Proceedings of 23rd SODA, pp .373–387 (2012)
Richardson, T., Urbanke, R.: Modern Coding Theory. Cambridge University Press, Cambridge (2008)
Sly A., Sun N.: The computational hardness of counting in two-spin models on d-regular graphs. Ann. Probab. 42, 2383–2416 (2014)
Szemerédi E.: Regular partitions of graphs. Colloq. Internat. CNRS 260, 399–401 (1978)
Talagrand M.: The high temperature case for the random K-sat problem. Probab. Theory Relat. Fields 119, 187–212 (2001)
Acknowledgements
We thank Dmitry Panchenko for many detailed comments and corrections on an early version of this paper. We also thank Ryan O’Donnell for bringing [2,39] to our attention and Florent Krzakala and Guilhem Semerjian for helpful comments. WP was supported in part by the Engineering and Physical Sciences Research Council (EPSRC) Grant EP/P009913/1.
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Coja-Oghlan, A., Perkins, W. Bethe States of Random Factor Graphs. Commun. Math. Phys. 366, 173–201 (2019). https://doi.org/10.1007/s00220-019-03387-7
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DOI: https://doi.org/10.1007/s00220-019-03387-7