Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Promoting Resilience in Multi-Agent Reinforcement Learning via
  Confusion-Based Communication   Recent advances in multi-agent reinforcement learning (MARL) provide a
variety of tools that support the ability of agents to adapt to unexpected
changes in their environment, and to operate successfully given their
environment's dynamic nature (which may be intensified by the presence of other
agents). In this work, we highlight the relationship between a group's ability
to collaborate effectively and the group's resilience, which we measure as the
group's ability to adapt to perturbations in the environment. To promote
resilience, we suggest facilitating collaboration via a novel confusion-based
communication protocol according to which agents broadcast observations that
are misaligned with their previous experiences. We allow decisions regarding
the width and frequency of messages to be learned autonomously by agents, which
are incentivized to reduce confusion. We present empirical evaluation of our
approach in a variety of MARL settings.

35
The categories of this paper are: mtrl-th
22
The categories of this paper are: chao-dyn
12
The categories of this paper are: nucl-th
27
The categories of this paper are: comp-gas
18
The categories of this paper are: econ
6
The categories of this paper are: astro-ph
24
The categories of this paper are: dg-ga
11
The categories of this paper are: hep-lat
37
The categories of this paper are: supr-con
0
The categories of this paper are: hep-ph
10
The categories of this paper are: q-bio
25
The categories of this paper are: patt-sol
7
The categories of this paper are: hep-th
29
The categories of this paper are: funct-an
13
The categories of this paper are: quant-ph
15
The categories of this paper are: nucl-ex