Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Bandits meet Computer Architecture: Designing a Smartly-allocated Cache   In many embedded systems, such as imaging sys- tems, the system has a single
designated purpose, and same threads are executed repeatedly. Profiling thread
behavior, allows the system to allocate each thread its resources in a way that
improves overall system performance. We study an online resource al-
locationproblem,wherearesourcemanagersimulta- neously allocates resources
(exploration), learns the impact on the different consumers (learning) and im-
proves allocation towards optimal performance (ex- ploitation). We build on the
rich framework of multi- armed bandits and present online and offline algo-
rithms. Through extensive experiments with both synthetic data and real-world
cache allocation to threads we show the merits and properties of our al-
gorithms

34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
10
The categories of this paper are: q-bio
12
The categories of this paper are: nucl-th
33
The categories of this paper are: plasm-ph
19
The categories of this paper are: eess
26
The categories of this paper are: bayes-an
25
The categories of this paper are: patt-sol
6
The categories of this paper are: astro-ph
2
The categories of this paper are: math
27
The categories of this paper are: comp-gas
3
The categories of this paper are: physics
21
The categories of this paper are: adap-org
7
The categories of this paper are: hep-th
30
The categories of this paper are: q-alg
28
The categories of this paper are: alg-geom