Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: MT-Spike: A Multilayer Time-based Spiking Neuromorphic Architecture with
  Temporal Error Backpropagation   Modern deep learning enabled artificial neural networks, such as Deep Neural
Network (DNN) and Convolutional Neural Network (CNN), have achieved a series of
breaking records on a broad spectrum of recognition applications. However, the
enormous computation and storage requirements associated with such deep and
complex neural network models greatly challenge their implementations on
resource-limited platforms. Time-based spiking neural network has recently
emerged as a promising solution in Neuromorphic Computing System designs for
achieving remarkable computing and power efficiency within a single chip.
However, the relevant research activities have been narrowly concentrated on
the biological plausibility and theoretical learning approaches, causing
inefficient neural processing and impracticable multilayer extension thus
significantly limitations on speed and accuracy when handling the realistic
cognitive tasks. In this work, a practical multilayer time-based spiking
neuromorphic architecture, namely "MT-Spike", is developed to fill this gap.
With the proposed practical time-coding scheme, average delay response model,
temporal error backpropagation algorithm, and heuristic loss function,
"MT-Spike" achieves more efficient neural processing through flexible neural
model size reduction while offering very competitive classification accuracy
for realistic recognition tasks. Simulation results well validated that the
algorithmic power of deep multi-layer learning can be seamlessly merged with
the efficiency of time-based spiking neuromorphic architecture, demonstrating
great potentials of "MT-Spike" in resource and power constrained embedded
platforms.

21
The categories of this paper are: adap-org
19
The categories of this paper are: eess
15
The categories of this paper are: nucl-ex
24
The categories of this paper are: dg-ga
36
The categories of this paper are: cmp-lg
0
The categories of this paper are: hep-ph
3
The categories of this paper are: physics
20
The categories of this paper are: acc-phys
18
The categories of this paper are: econ
33
The categories of this paper are: plasm-ph
7
The categories of this paper are: hep-th
27
The categories of this paper are: comp-gas
5
The categories of this paper are: gr-qc
28
The categories of this paper are: alg-geom
25
The categories of this paper are: patt-sol
13
The categories of this paper are: quant-ph