32 citations · 36 across the 3 of their papers we have counts for
3 papers
Polychrony as Chinampas
Eric Dolores-Cuenca, Jose Antonio Arciniega-Nevarez, Anh Nguyen +5
In this paper, we study the flow of signals through linear paths with the nonlinear condition that a node emits a signal when it receives external stimuli or when two incoming sign…
The Generalization-Stability Tradeoff In Neural Network Pruning
Brian R. Bartoldson, Ari S. Morcos, Adrian Barbu +1
Pruning neural network parameters is often viewed as a means to compress models, but pruning has also been motivated by the desire to prevent overfitting. This motivation is partic…
Enhancing the Regularization Effect of Weight Pruning in Artificial Neural Networks
Brian Bartoldson, Adrian Barbu, Gordon Erlebacher
Artificial neural networks (ANNs) may not be worth their computational/memory costs when used in mobile phones or embedded devices. Parameter-pruning algorithms combat these costs,…