cs.NEJun 11, 2026

Improved Runtime Bound for the (μ+1)(μ+ 1) EA on BinVal

Authors: Joris Belder, Johannes Lengler, Raghu Raman Ravi

Abstract

We study the (μ+1)(μ+1) EA on the Binary Value function BinVal. We show that it needs at most O(μlog⁡μ⋅nlog⁡n)O(μ\log μ\cdot n \log n) function evaluations to find the optimum when μ=o(n/log⁡n)μ= o(n/\log n). This substantially improves upon the recent upper bound of O(μ5nlog⁡(n/μ4))O(μ^5 n \log(n/μ^4)) by Krejca, Neumann and Witt. Our results hold for several mutation operators including standard bit mutation. In particular, our bound implies that the (μ+1)(μ+1) EA is at most a factor O(log⁡μ⋅log⁡n)O(\log μ\cdot \log n) slower on BinVal than on OneMax.

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