Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Policy-Based Federated Learning   In this paper we present PoliFL, a decentralized, edge-based framework that
supports heterogeneous privacy policies for federated learning. We evaluate our
system on three use cases that train models with sensitive user data collected
by mobile phones - predictive text, image classification, and notification
engagement prediction - on a Raspberry Pi edge device. We find that PoliFL is
able to perform accurate model training and inference within reasonable
resource and time budgets while also enforcing heterogeneous privacy policies.

16
The categories of this paper are: stat
9
The categories of this paper are: nlin
28
The categories of this paper are: alg-geom
25
The categories of this paper are: patt-sol
19
The categories of this paper are: eess
17
The categories of this paper are: q-fin
11
The categories of this paper are: hep-lat
23
The categories of this paper are: solv-int
30
The categories of this paper are: q-alg
10
The categories of this paper are: q-bio
8
The categories of this paper are: hep-ex
36
The categories of this paper are: cmp-lg
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
21
The categories of this paper are: adap-org
34
The categories of this paper are: chem-ph