Optimization algorithms that does not depend on initial solution

I know some optimization algorithms, such as hill-climbing, simulated-annealing, genetic algorithm.

All of the three I mentioned depend on the initial solutions, i.e., the initial solutions may have a great impact on the quality of the final optimal solution.

I wonder if there are any optimization algorithms that don't depend on initial solutions, at least not as much as these three.

Thanks.

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