Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Distributed Symmetry Breaking in Sampling (Optimal Distributed Randomly
  Coloring with Fewer Colors)   We examine the problem of almost-uniform sampling proper $q$-colorings of a
graph whose maximum degree is $\Delta$. A famous result, discovered
independently by Jerrum(1995) and Salas and Sokal(1997), is that, assuming $q >
(2+\delta) \Delta$, the Glauber dynamics (a.k.a. single-site dynamics) for this
problem has mixing time $O(n \log n)$, where $n$ is the number of vertices, and
thus provides a nearly linear time sampling algorithm for this problem. A
natural question is the extent to which this algorithm can be parallelized.
Previous work Feng, Sun and Yin [PODC'17] has shown that a $O(\Delta \log n)$
time parallelized algorithm is possible, and that $\Omega(\log n)$ time is
necessary.
  We give a distributed sampling algorithm, which we call the Lazy Local
Metropolis Algorithm, that achieves an optimal parallelization of this classic
algorithm. It improves its predecessor, the Local Metropolis algorithm of Feng,
Sun and Yin [PODC'17], by introducing a step of distributed symmetry breaking
that helps the mixing of the distributed sampling algorithm.
  For sampling almost-uniform proper $q$-colorings of graphs $G$ on $n$
vertices, we show that the Lazy Local Metropolis algorithm achieves an optimal
$O(\log n)$ mixing time if either of the following conditions is true for an
arbitrary constant $\delta>0$:
  $\bullet$ $q\ge(2+\delta)\Delta$, on general graphs with maximum degree
$\Delta$;
  $\bullet$ $q \geq (\alpha^* + \delta)\Delta$, where $\alpha^* \approx 1.763$
satisfies $\alpha^* = \mathrm{e}^{1/\alpha^*}$, on graphs with sufficiently
large maximum degree $\Delta\ge \Delta_0(\delta)$ and girth at least $9$.

36
The categories of this paper are: cmp-lg
26
The categories of this paper are: bayes-an
19
The categories of this paper are: eess
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
6
The categories of this paper are: astro-ph
17
The categories of this paper are: q-fin
15
The categories of this paper are: nucl-ex
8
The categories of this paper are: hep-ex
14
The categories of this paper are: math-ph
34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
35
The categories of this paper are: mtrl-th
37
The categories of this paper are: supr-con
4
The categories of this paper are: cond-mat
25
The categories of this paper are: patt-sol