Looks like a genetic algorithm to me, just framed it differently to normal (which is clever). The hyperparams being the DNA and a network being an environment

Looks like a genetic algorithm to me, just framed it differently to normal (which is clever). The hyperparams being the DNA and a network being an environment in which they are executed against.