Finding Diverse Solutions in Combinatorial Problems with a Distributive Lattice Structure

April 03, 2025 Β· Declared Dead Β· πŸ› International Symposium on Algorithms and Computation

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Authors Mark de Berg, AndrΓ©s LΓ³pez MartΓ­nez, Frits Spieksma arXiv ID 2504.02369 Category cs.DS: Data Structures & Algorithms Cross-listed cs.CC Citations 4 Venue International Symposium on Algorithms and Computation Last Checked 4 months ago
Abstract
We generalize the polynomial-time solvability of $k$-\textsc{Diverse Minimum s-t Cuts} (De Berg et al., ISAAC'23) to a wider class of combinatorial problems whose solution sets have a distributive lattice structure. We identify three structural conditions that, when met by a problem, ensure that a $k$-sized multiset of maximally-diverse solutions -- measured by the sum of pairwise Hamming distances -- can be found in polynomial time. We apply this framework to obtain polynomial time algorithms for finding diverse minimum $s$-$t$ cuts and diverse stable matchings. Moreover, we show that the framework extends to two other natural measures of diversity. Lastly, we present a simpler algorithmic framework for finding a largest set of pairwise disjoint solutions in problems that meet these structural conditions.
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