Tight Lower Bounds for Block-Structured Integer Programs

Christoph Hunkenschröder; Kim-Manuel Klein; Martin Koutecký; Alexandra Lassota; Asaf Levin

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arXiv · 2402.17290

Tight Lower Bounds for Block-Structured Integer Programs

Christoph Hunkenschröder·Kim-Manuel Klein·Martin Koutecký·Alexandra Lassota·Asaf Levin

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Abstract

We study fundamental block-structured integer programs called tree-fold and multi-stage IPs. Tree-fold IPs admit a constraint matrix with independent blocks linked together by few constraints in a recursive pattern; and transposing their constraint matrix yields multi-stage IPs. The state-of-the-art algorithms to solve these IPs have an exponential gap in their running times, making it natural to ask whether this gap is inherent. We answer this question affirmative. Assuming the Exponential Time Hypothesis, we prove lower bounds showing that the exponential difference is necessary, and that the known algorithms are near optimal. Moreover, we prove unconditional lower bounds on the norms of the Graver basis, a fundamental building block of all known algorithms to solve these IPs. This shows that none of the current approaches can be improved beyond this bound.

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Christoph Hunkenschröder, Kim-Manuel Klein, Martin Koutecký, Alexandra Lassota, Asaf Levin. 2024-02-27. Tight Lower Bounds for Block-Structured Integer Programs. https://arxiv.org/abs/2402.17290

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