Efficient Distributed Decomposition and Routing Algorithms in Minor-Free Networks and Their Applications
This work provides incremental improvements to distributed computing algorithms for specific network structures, benefiting researchers in theoretical computer science.
The paper tackles the problem of designing efficient distributed algorithms for networks excluding a fixed minor in the CONGEST model, showing improved decomposition and routing algorithms with deterministic round complexities of poly(log n, 1/ε) and O(ε^{-1}log n) + ε^{-O(1)} for bounded-degree graphs, and applying these to achieve near-optimal results for approximate maximum independent set and property testing.
In the LOCAL model, low-diameter decomposition is a useful tool in designing algorithms, as it allows us to shift from the general graph setting to the low-diameter graph setting, where brute-force information gathering can be done efficiently. Recently, Chang and Su [PODC 2022] showed that any high-conductance network excluding a fixed minor contains a high-degree vertex, so the entire graph topology can be gathered to one vertex efficiently in the CONGEST model using expander routing. Therefore, in networks excluding a fixed minor, many problems that can be solved efficiently in LOCAL via low-diameter decomposition can also be solved efficiently in CONGEST via expander decomposition. In this work, we show improved decomposition and routing algorithms for networks excluding a fixed minor in the CONGEST model. Our algorithms cost $\text{poly}(\log n, 1/ε)$ rounds deterministically. For bounded-degree graphs, our algorithms finish in $O(ε^{-1}\log n) + ε^{-O(1)}$ rounds. Our algorithms have a wide range of applications, including the following results in CONGEST. 1. A $(1-ε)$-approximate maximum independent set in a network excluding a fixed minor can be computed deterministically in $O(ε^{-1}\log^\ast n) + ε^{-O(1)}$ rounds, nearly matching the $Ω(ε^{-1}\log^\ast n)$ lower bound of Lenzen and Wattenhofer [DISC 2008]. 2. Property testing of any additive minor-closed property can be done deterministically in $O(\log n)$ rounds if $ε$ is a constant or $O(ε^{-1}\log n) + ε^{-O(1)}$ rounds if the maximum degree $Î$ is a constant, nearly matching the $Ω(ε^{-1}\log n)$ lower bound of Levi, Medina, and Ron [PODC 2018].