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Except random search was found to outperform state-of-the-art neural architecture search algorithms:

https://arxiv.org/abs/1902.08142

The story is more about how a random set of weights WILL have preconceptions of how to play. If you look at condition numbers or spectra of random normal matrices they are very much not random.

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