Statistical physics of inference: Thresholds and algorithms

L Zdeborová, F Krzakala - Advances in Physics, 2016 - Taylor & Francis
Many questions of fundamental interest in today's science can be formulated as inference
problems: some partial, or noisy, observations are performed over a set of variables and the …

Probing for quantum speedup in spin-glass problems with planted solutions

I Hen, J Job, T Albash, TF Rønnow, M Troyer, DA Lidar - Physical Review A, 2015 - APS
The availability of quantum annealing devices with hundreds of qubits has made the
experimental demonstration of a quantum speedup for optimization problems a coveted …

3-regular three-XORSAT planted solutions benchmark of classical and quantum heuristic optimizers

M Kowalsky, T Albash, I Hen… - Quantum Science and …, 2022 - iopscience.iop.org
With current semiconductor technology reaching its physical limits, special-purpose
hardware has emerged as an option to tackle specific computing-intensive challenges …

Random constraint satisfaction: Easy generation of hard (satisfiable) instances

K Xu, F Boussemart, F Hemery, C Lecoutre - Artificial intelligence, 2007 - Elsevier
In this paper, we show that the models of random CSP instances proposed by Xu and Li [K.
Xu, W. Li, Exact phase transitions in random constraint satisfaction problems, Journal of …

On the complexity of random satisfiability problems with planted solutions

V Feldman, W Perkins, S Vempala - … of the forty-seventh annual ACM …, 2015 - dl.acm.org
The problem of identifying a planted assignment given a random k-SAT formula consistent
with the assignment exhibits a large algorithmic gap: while the planted solution can always …

Quantum annealing correction with minor embedding

W Vinci, T Albash, G Paz-Silva, I Hen, DA Lidar - Physical Review A, 2015 - APS
Quantum annealing provides a promising route for the development of quantum optimization
devices, but the usefulness of such devices will be limited in part by the range of …

Hiding quiet solutions in random constraint satisfaction problems

F Krzakala, L Zdeborová - Physical review letters, 2009 - APS
We study constraint satisfaction problems on the so-called planted random ensemble. We
show that for a certain class of problems, eg, graph coloring, many of the properties of the …

Efficient Algorithms for Semirandom Planted CSPs at the Refutation Threshold

V Guruswami, JT Hsieh, PK Kothari… - 2023 IEEE 64th …, 2023 - ieeexplore.ieee.org
We present an efficient algorithm to solve semirandom planted instances of any Boolean
constraint satisfaction problem (CSP). The semirandom model is a hybrid between worst …

Efficient solution of Boolean satisfiability problems with digital memcomputing

SRB Bearden, YR Pei, M Di Ventra - Scientific reports, 2020 - nature.com
Boolean satisfiability is a propositional logic problem of interest in multiple fields, eg,
physics, mathematics, and computer science. Beyond a field of research, instances of the …

Typology of phase transitions in Bayesian inference problems

F Ricci-Tersenghi, G Semerjian, L Zdeborová - Physical Review E, 2019 - APS
Many inference problems undergo phase transitions as a function of the signal-to-noise
ratio, a prominent example of this phenomenon being found in the stochastic block model …