Sampling lovász local lemma for general constraint satisfaction solutions in near-linear time

K He, C Wang, Y Yin - 2022 IEEE 63rd Annual Symposium on …, 2022 - ieeexplore.ieee.org
We give a fast algorithm for sampling uniform solutions of general constraint satisfaction
problems (CSPs) in a local lemma regime. Ihe expected running time of our algorithm is …

Fast Sampling and Counting k-SAT Solutions in the Local Lemma Regime

W Feng, H Guo, Y Yin, C Zhang - Journal of the ACM (JACM), 2021 - dl.acm.org
We give new algorithms based on Markov chains to sample and approximately count
satisfying assignments to k-uniform CNF formulas where each variable appears at most d …

Towards derandomising markov chain monte carlo

W Feng, H Guo, C Wang, J Wang… - 2023 IEEE 64th Annual …, 2023 - ieeexplore.ieee.org
We present a new framework to derandomise certain Markov chain Monte Carlo (MCMC)
algorithms. As in MCMC, we first reduce counting problems to sampling from a sequence of …

Optimal thresholds for Latin squares, Steiner triple systems, and edge colorings

V Jain, HT Pham - Proceedings of the 2024 Annual ACM-SIAM …, 2024 - SIAM
Given a graph G, a random (k, n)-list assignment L for edges of G is an assignment of an
independent, uniformly random set of colors to each edge e and a proper L-list coloring of G …

Fast sampling of satisfying assignments from random -SAT

A Galanis, LA Goldberg, H Guo… - arXiv preprint arXiv …, 2022 - arxiv.org
We give a nearly linear-time algorithm to approximately sample satisfying assignments in
the random $ k $-SAT model when the density of the formula scales exponentially with $ k …

Perfect sampling for (atomic) lov\'asz local lemma

K He, X Sun, K Wu - arXiv preprint arXiv:2107.03932, 2021 - arxiv.org
We give a Markov chain based perfect sampler for uniform sampling solutions of constraint
satisfaction problems (CSP). Under some mild Lov\'asz local lemma conditions where each …

[HTML][HTML] A Meeting Point of Probability, Graphs, and Algorithms: The Lovász Local Lemma and Related Results—A Survey

A Faragó - Algorithms, 2021 - mdpi.com
A classic and fundamental result, known as the Lovász Local Lemma, is a gem in the
probabilistic method of combinatorics. At a high level, its core message can be described by …

Learning Hard-Constrained Models with One Sample

A Galanis, A Kalavasis, AV Kandiros - Proceedings of the 2024 Annual ACM …, 2024 - SIAM
We consider the problem of estimating the parameters of a Markov Random Field with hard-
constraints using a single sample. As our main running examples, we use the k-SAT and the …

On the sampling Lov\'asz Local Lemma for atomic constraint satisfaction problems

V Jain, HT Pham, TD Vuong - arXiv preprint arXiv:2102.08342, 2021 - arxiv.org
We study the problem of sampling an approximately uniformly random satisfying assignment
for atomic constraint satisfaction problems ie where each constraint is violated by only one …

On the zeroes of hypergraph independence polynomials

D Galvin, G McKinley, W Perkins… - Combinatorics …, 2024 - cambridge.org
We study the locations of complex zeroes of independence polynomials of bounded-degree
hypergraphs. For graphs, this is a long-studied subject with applications to statistical …