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These "evolved neurons" look ridiculously more complicated and expensive to evaluate than a base neuron for a minor improvement in performance. The Music Maker
by chrisfosterelli 9y ago
These "evolved neurons" look ridiculously more complicated and expensive to evaluate than a base neuron for a minor improvement in performance. The Music Maker paper mentioned that LSTMs haven't changed in "25 years", but didn't mention the 2014 Gated Recurrent Units that have become so popular specifically because they are much more simple to understand and evaluate. This approach seems to be going in the opposite direction.
I guess the idea of them being evolved is that you don't _need_ to understand them, but evaluation performance is definitely a concern and doesn't seem to be addressed much. Interesting early work though!
- verdverm 9y agoLikely solution bloat, another of the EC/GP oddities that arise. During reproduction you randomly disrupt solutions, so to protect good solutions from being disrupted, the solutions increasingly add irrelevant stuff. This drops the probability that the good part gets messed up, but leads to loss of population diversity, as there are an infinite num er of useless things you can add /d o