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How to Escape Local Optima in Black Box Optimisation: When Non-elitism Outperforms Elitism

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Escaping local optima is one of the major obstacles to function optimisation. Using the metaphor of a fitness landscape, local optima correspond to hills separated by fitness valleys that have to be overcome. We define a class of fitness valleys of tunable dif... ...