Deep recurrent Neural Networks

Doing things a bit differently
information to deep-layer

For the sake of disclosure, I got the main ideas for my neuroevolutionary program Neurogenesis from a 2005 paper titled “Modeling Systems with Internal State using Evolino” by Wierstra et al. However, I did end up doing certain things in a different way.

Neurogenesis does use the same evolutionary strategy ESP pretty much as detailed in the article (which evolves separate subpopulations of cells of which the networks used in sequence prediction are formed), but rather than evolving only memory cells (or blocks) which in the original work include also the input connections, the program evolves input cells (+output cells) with both forward and recurrent connections separately from memory blocks which also have both forward and feedback connections. I would think this choice leads to trying out more networks which will work badly but also helps to keep the results more diverse and the hope is that at least at times this will pay off.

Update: After doing some re-reading of those past papers it seems the actual evolutionary strategy used by Neurogenesis is closer to the one known as Hierarchical Enforced SubPopulations described in the article titled “Co-Evolving Recurrent Neurons Learn Deep Memory POMDPs

Source: kuromakukreations

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