Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Recurrent Independent Mechanisms   Learning modular structures which reflect the dynamics of the environment can
lead to better generalization and robustness to changes which only affect a few
of the underlying causes. We propose Recurrent Independent Mechanisms (RIMs), a
new recurrent architecture in which multiple groups of recurrent cells operate
with nearly independent transition dynamics, communicate only sparingly through
the bottleneck of attention, and are only updated at time steps where they are
most relevant. We show that this leads to specialization amongst the RIMs,
which in turn allows for dramatically improved generalization on tasks where
some factors of variation differ systematically between training and
evaluation.

37
The categories of this paper are: supr-con
30
The categories of this paper are: q-alg
31
The categories of this paper are: ao-sci
0
The categories of this paper are: hep-ph
8
The categories of this paper are: hep-ex
10
The categories of this paper are: q-bio
24
The categories of this paper are: dg-ga
33
The categories of this paper are: plasm-ph
19
The categories of this paper are: eess
13
The categories of this paper are: quant-ph
18
The categories of this paper are: econ
25
The categories of this paper are: patt-sol
35
The categories of this paper are: mtrl-th
29
The categories of this paper are: funct-an
3
The categories of this paper are: physics
34
The categories of this paper are: chem-ph