Accelerating Feedforward Computation via Parallel Nonlinear Equation SolvingYang SongChenlin MengRenjie LiaoStefano ErmonPMLRInternational Conference on Machine Learning
The temporal rules used for processing precise spiking patterns have recently emerged as ways of emulating the brain's computation from its anatomy and physiology. Most of these rules could be used for recognizing different spatiotemporal patterns. However, there arises the question of whether these ...
This paper expands on the idea of conditional computation introduced by Bengio, et. al., where the nodes of a deep network are augmented by a set of gating units that determine when a node should be calculated. By factorizing the weight matrix into a low-rank approximation, an estimation ...
For this computation, each alternative is represented by the response of a distinct neural population with a predetermined size. We varied the population size between 1 and 250. In this study, the search task contains six alternatives, thus we estimated a population response for each of the six...
Toward the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes 3.1Feedforward network Thefeedforwardnetwork is the most classical view of the direction of visual information flow in the retina, as shown inFigs. 2(a,b). The feedforward information flow of the light passes ...
computation, each alternative is represented by the response of a distinct neural population with a predetermined size. We varied the population size between 1 and 250. In this study, the search task contains six alternatives, thus we estimated a population response for each of the six stimuli....
Initially, we used neural networks for simple classification problems, but thanks to an increase in computation power, there are now more powerful architectures that can solve more complex problems. One of these is called a feedforward neural network....
Toward the Next Generation of Retinal Neuroprosthesis: Visual Computation with Spikes Engineering Journal2020, Engineering Zhaofei Yu, ... Tiejun Huang 3.1 Feedforward network The feedforward network is the most classical view of the direction of visual information flow in the retina, as shown in ...
As seen in the flow diagram of FIG. 4, the P/S FEEDFORWARD CONTROL routine comprises three main steps: ENABLE LOGIC as indicated by the block 112, FEEDFORWARD COMPUTATION as indicated by the blocks 114-116, and PULSE DELIVERY CONTROL as indicated by the block 118. ...
In: Proceedings of the 2nd international workshop on natural computation, Japan, vol 1. Springer, pp 38–47ten Eikelder, H., Crijns, S., Steijaert, M., Liekens, A., and Hilbers, P. (2007). Computing with Feedforward Networks of Arti- ficial Biochemical Neurons. 2nd International Work...