13 citations · 29 across the 13 of their papers we have counts for
3 papers · 1 filter
The Ant Swarm Neuro-Evolution Procedure for Optimizing Recurrent Networks
AbdElRahman A. ElSaid, Alexander G. Ororbia, Travis J. Desell
Hand-crafting effective and efficient structures for recurrent neural networks (RNNs) is a difficult, expensive, and time-consuming process. To address this challenge, we propose a…
An Empirical Exploration of Deep Recurrent Connections and Memory Cells Using Neuro-Evolution
Travis J. Desell, AbdElRahman A. ElSaid, Alexander G. Ororbia
Neuro-evolution and neural architecture search algorithms have gained increasing interest due to the challenges involved in designing optimal artificial neural networks (ANNs). Whi…
Investigating Recurrent Neural Network Memory Structures using Neuro-Evolution
Alexander Ororbia, Ahmed Ahmed Elsaid, Travis Desell
This paper presents a new algorithm, Evolutionary eXploration of Augmenting Memory Models (EXAMM), which is capable of evolving recurrent neural networks (RNNs) using a wide variet…