The Neural Network Pushdown Automaton: Model, Stack and Learning Simulations

15 Nov 2017G. Z. SunC. L. GilesH. H. ChenY. C. Lee

In order for neural networks to learn complex languages or grammars, they must have sufficient computational power or resources to recognize or generate such languages. Though many approaches have been discussed, one ob- vious approach to enhancing the processing power of a recurrent neural network is to couple it with an external stack memory - in effect creating a neural network pushdown automata (NNPDA)... (read more)

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