Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: On Distributed Cooperative Decision-Making in Multiarmed Bandits   We study the explore-exploit tradeoff in distributed cooperative
decision-making using the context of the multiarmed bandit (MAB) problem. For
the distributed cooperative MAB problem, we design the cooperative UCB
algorithm that comprises two interleaved distributed processes: (i) running
consensus algorithms for estimation of rewards, and (ii)
upper-confidence-bound-based heuristics for selection of arms. We rigorously
analyze the performance of the cooperative UCB algorithm and characterize the
influence of communication graph structure on the decision-making performance
of the group.

20
The categories of this paper are: acc-phys
12
The categories of this paper are: nucl-th
23
The categories of this paper are: solv-int
19
The categories of this paper are: eess
28
The categories of this paper are: alg-geom
8
The categories of this paper are: hep-ex
25
The categories of this paper are: patt-sol
13
The categories of this paper are: quant-ph
17
The categories of this paper are: q-fin
10
The categories of this paper are: q-bio
15
The categories of this paper are: nucl-ex
18
The categories of this paper are: econ
11
The categories of this paper are: hep-lat
34
The categories of this paper are: chem-ph
22
The categories of this paper are: chao-dyn
0
The categories of this paper are: hep-ph