The best replacement for genetic algorithms is genetic programming.

The best alternatives to genetic algorithms are rated as following:
★★★★★  genetic programming
★★★★  neural networks
★  evolutionary

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Speaking about genetic algorithms, one probably shouldn't forget about neural networks.

Other search terms related to genetic algorithms and their ratings are:
★★★★★ neural networks
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