Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Resonator networks for factoring distributed representations of data
  structures   The ability to encode and manipulate data structures with distributed neural
representations could qualitatively enhance the capabilities of traditional
neural networks by supporting rule-based symbolic reasoning, a central property
of cognition. Here we show how this may be accomplished within the framework of
Vector Symbolic Architectures (VSA) (Plate, 1991; Gayler, 1998; Kanerva, 1996),
whereby data structures are encoded by combining high-dimensional vectors with
operations that together form an algebra on the space of distributed
representations. In particular, we propose an efficient solution to a hard
combinatorial search problem that arises when decoding elements of a VSA data
structure: the factorization of products of multiple code vectors. Our proposed
algorithm, called a resonator network, is a new type of recurrent neural
network that interleaves VSA multiplication operations and pattern completion.
We show in two examples -- parsing of a tree-like data structure and parsing of
a visual scene -- how the factorization problem arises and how the resonator
network can solve it. More broadly, resonator networks open the possibility to
apply VSAs to myriad artificial intelligence problems in real-world domains. A
companion paper (Kent et al., 2020) presents a rigorous analysis and evaluation
of the performance of resonator networks, showing it out-performs alternative
approaches.

32
The categories of this paper are: atom-ph
11
The categories of this paper are: hep-lat
24
The categories of this paper are: dg-ga
34
The categories of this paper are: chem-ph
18
The categories of this paper are: econ
8
The categories of this paper are: hep-ex
30
The categories of this paper are: q-alg
10
The categories of this paper are: q-bio
13
The categories of this paper are: quant-ph
7
The categories of this paper are: hep-th
12
The categories of this paper are: nucl-th
5
The categories of this paper are: gr-qc
26
The categories of this paper are: bayes-an
37
The categories of this paper are: supr-con
14
The categories of this paper are: math-ph
25
The categories of this paper are: patt-sol