Borel versions of the Local Lemma and LOCAL algorithms for graphs of finite asymptotic separation index
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Asymptotic separation index is a parameter that measures how easily a Borel graph can be approximated by its subgraphs with finite components. In contrast to the more classical notion of hyperfiniteness, asymptotic separation index is well-suited for combinatorial applications in the Borel setting. The main result of this paper is a Borel version of the Lov\'asz Local Lemma -- a powerful general-purpose tool in probabilistic combinatorics -- under a finite asymptotic separation index assumption. As a consequence, we show that locally checkable labeling problems that are solvable by efficient randomized distributed algorithms admit Borel solutions on bounded degree Borel graphs with finite asymptotic separation index. From this we derive a number of corollaries, for example a Borel version of Brooks's theorem for graphs with finite asymptotic separation index.
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Moser-Tardos Algorithm with small number of random bits
Variant of parallel Moser-Tardos algorithm reuses random bits across distant variables in subexponentially growing dependency graphs to achieve constant expected randomness, enabling O(n) deterministic solving and Borel LLL.
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