Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Resource Management in Wireless Networks via Multi-Agent Deep
  Reinforcement Learning   We propose a mechanism for distributed resource management and interference
mitigation in wireless networks using multi-agent deep reinforcement learning
(RL). We equip each transmitter in the network with a deep RL agent that
receives delayed observations from its associated users, while also exchanging
observations with its neighboring agents, and decides on which user to serve
and what transmit power to use at each scheduling interval. Our proposed
framework enables agents to make decisions simultaneously and in a distributed
manner, unaware of the concurrent decisions of other agents. Moreover, our
design of the agents' observation and action spaces is scalable, in the sense
that an agent trained on a scenario with a specific number of transmitters and
users can be applied to scenarios with different numbers of transmitters and/or
users. Simulation results demonstrate the superiority of our proposed approach
compared to decentralized baselines in terms of the tradeoff between average
and $5^{th}$ percentile user rates, while achieving performance close to, and
even in certain cases outperforming, that of a centralized
information-theoretic baseline. We also show that our trained agents are robust
and maintain their performance gains when experiencing mismatches between train
and test deployments.

29
The categories of this paper are: funct-an
35
The categories of this paper are: mtrl-th
27
The categories of this paper are: comp-gas
9
The categories of this paper are: nlin
23
The categories of this paper are: solv-int
3
The categories of this paper are: physics
6
The categories of this paper are: astro-ph
21
The categories of this paper are: adap-org
11
The categories of this paper are: hep-lat
17
The categories of this paper are: q-fin
15
The categories of this paper are: nucl-ex
10
The categories of this paper are: q-bio
12
The categories of this paper are: nucl-th
8
The categories of this paper are: hep-ex
20
The categories of this paper are: acc-phys
37
The categories of this paper are: supr-con