Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Implementation of Multilayer Perceptron Network with Highly Uniform
  Passive Memristive Crossbar Circuits   The progress in the field of neural computation hinges on the use of hardware
more efficient than the conventional microprocessors. Recent works have shown
that mixed-signal integrated memristive circuits, especially their passive
('0T1R') variety, may increase the neuromorphic network performance
dramatically, leaving far behind their digital counterparts. The major
obstacle, however, is relatively immature memristor technology so that only
limited functionality has been demonstrated to date. Here we experimentally
demonstrate operation of one-hidden layer perceptron classifier entirely in the
mixed-signal integrated hardware, comprised of two passive 20x20 metal-oxide
memristive crossbar arrays, board-integrated with discrete CMOS components. The
demonstrated multilayer perceptron network, whose complexity is almost 10x
higher as compared to previously reported functional neuromorphic classifiers
based on passive memristive circuits, achieves classification fidelity within 3
percent of that obtained in simulations, when using ex-situ training approach.
The successful demonstration was facilitated by improvements in fabrication
technology of memristors, specifically by lowering variations in their I-V
characteristics.

15
The categories of this paper are: nucl-ex
14
The categories of this paper are: math-ph
0
The categories of this paper are: hep-ph
31
The categories of this paper are: ao-sci
26
The categories of this paper are: bayes-an
21
The categories of this paper are: adap-org
13
The categories of this paper are: quant-ph
17
The categories of this paper are: q-fin
25
The categories of this paper are: patt-sol
2
The categories of this paper are: math
18
The categories of this paper are: econ
27
The categories of this paper are: comp-gas
16
The categories of this paper are: stat
30
The categories of this paper are: q-alg
36
The categories of this paper are: cmp-lg
22
The categories of this paper are: chao-dyn