Combinatorial approach for factorization of variance and entropy in spin systems

Z Chen - Proceedings of the 2024 Annual ACM-SIAM …, 2024 - SIAM
We present a simple combinatorial framework for establishing approximate tensorization of
variance and entropy in the setting of spin systems (aka undirected graphical models) based …

Improved mixing for the convex polygon triangulation flip walk

D Eppstein, D Frishberg - arXiv preprint arXiv:2207.09972, 2022 - arxiv.org
We prove that the well-studied triangulation flip walk on a convex point set mixes in time O
(n^ 3 log^ 3 n), the first progress since McShine and Tetali's O (n^ 5 log n) bound in 1997. In …

Optimal mixing via tensorization for random independent sets on arbitrary trees

C Efthymiou, TP Hayes, D Stefankovic… - arXiv preprint arXiv …, 2023 - arxiv.org
We study the mixing time of the single-site update Markov chain, known as the Glauber
dynamics, for generating a random independent set of a tree. Our focus is obtaining optimal …

Spectral Independence Beyond Total Influence on Trees and Related Graphs

X Chen, X Yang, Y Yin, X Zhang - arXiv preprint arXiv:2404.04668, 2024 - arxiv.org
We study how to establish $\textit {spectral independence} $, a key concept in sampling,
without relying on total influence bounds, by applying an $\textit {approximate inverse} $ of …

Time Lower Bounds for the Metropolis Process and Simulated Annealing

Z Chen, D Mikulincer, D Reichman, AS Wein - arXiv preprint arXiv …, 2023 - arxiv.org
The Metropolis process (MP) and Simulated Annealing (SA) are stochastic local search
heuristics that are often used in solving combinatorial optimization problems. Despite …

[图书][B] Flow-Based Decomposition for Geometric and Combinatorial Markov Chain Mixing

D Frishberg - 2023 - search.proquest.com
We prove that the well-studied triangulation flip walk on a convex point set mixes in time O (n
3 log 3 n), the first progress since McShine and Tetali's O (n 5 log n) bound in 1997. In the …