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cs.NE2024★ 4 cited
Already Moderate Population Sizes Provably Yield Strong Robustness to Noise
Denis Antipov, Benjamin Doerr, Alexandra Ivanova
Experience shows that typical evolutionary algorithms can cope well with stochastic disturbances such as noisy function evaluations. In this first mathematical runtime analysis of…
cs.NE2023
Larger Offspring Populations Help the Genetic Algorithm to Overcome the Noise
Alexandra Ivanova, Denis Antipov, Benjamin Doerr
Evolutionary algorithms are known to be robust to noise in the evaluation of the fitness. In particular, larger offspring population sizes often lead to strong robustness. We analy…