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The Ethereal
Exponential Steepest Ascent from Valued Constraint Graphs of Pathwidth Four
May 21, 2024 ยท The Ethereal ยท ๐ International Conference on Principles and Practice of Constraint Programming
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Authors
Artem Kaznatcheev, Melle van Marle
arXiv ID
2405.12906
Category
cs.DM: Discrete Mathematics
Cross-listed
cs.DS,
q-bio.PE
Citations
4
Venue
International Conference on Principles and Practice of Constraint Programming
Last Checked
6 months ago
Abstract
We examine the complexity of maximising fitness via local search on valued constraint satisfaction problems (VCSPs). We consider two kinds of local ascents: (1) steepest ascents, where each step changes the domain that produces a maximal increase in fitness; and (2) $\prec$-ordered ascents, where -- of the domains with available fitness increasing changes -- each step changes the $\prec$-minimal domain. We provide a general padding argument to simulate any ordered ascent by a steepest ascent. We construct a VCSP that is a path of binary constraints between alternating 2-state and 3-state domains with exponentially long ordered ascents. We apply our padding argument to this VCSP to obtain a Boolean VCSP that has a constraint (hyper)graph of arity 5 and pathwidth 4 with exponential steepest ascents. This is an improvement on the previous best known construction for long steepest ascents, which had arity 8 and pathwidth 7.
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