Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Catalytic Role Of Noise And Necessity Of Inductive Biases In The
  Emergence Of Compositional Communication   Communication is compositional if complex signals can be represented as a
combination of simpler subparts. In this paper, we theoretically show that
inductive biases on both the training framework and the data are needed to
develop a compositional communication. Moreover, we prove that compositionality
spontaneously arises in the signaling games, where agents communicate over a
noisy channel. We experimentally confirm that a range of noise levels, which
depends on the model and the data, indeed promotes compositionality. Finally,
we provide a comprehensive study of this dependence and report results in terms
of recently studied compositionality metrics: topographical similarity,
conflict count, and context independence.

10
The categories of this paper are: q-bio
11
The categories of this paper are: hep-lat
12
The categories of this paper are: nucl-th
26
The categories of this paper are: bayes-an
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci
24
The categories of this paper are: dg-ga
27
The categories of this paper are: comp-gas
36
The categories of this paper are: cmp-lg
29
The categories of this paper are: funct-an
14
The categories of this paper are: math-ph
9
The categories of this paper are: nlin
28
The categories of this paper are: alg-geom
2
The categories of this paper are: math
3
The categories of this paper are: physics
19
The categories of this paper are: eess