Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Meta-Generalization for Multiparty Privacy Learning to Identify Anomaly
  Multimedia Traffic in Graynet   Identifying anomaly multimedia traffic in cyberspace is a big challenge in
distributed service systems, multiple generation networks and future internet
of everything. This letter explores meta-generalization for a multiparty
privacy learning model in graynet to improve the performance of anomaly
multimedia traffic identification. The multiparty privacy learning model in
graynet is a globally shared model that is partitioned, distributed and trained
by exchanging multiparty parameters updates with preserving private data. The
meta-generalization refers to discovering the inherent attributes of a learning
model to reduce its generalization error. In experiments, three
meta-generalization principles are tested as follows. The generalization error
of the multiparty privacy learning model in graynet is reduced by changing the
dimension of byte-level imbedding. Following that, the error is reduced by
adapting the depth for extracting packet-level features. Finally, the error is
reduced by adjusting the size of support set for preprocessing traffic-level
data. Experimental results demonstrate that the proposal outperforms the
state-of-the-art learning models for identifying anomaly multimedia traffic.

10
The categories of this paper are: q-bio
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The categories of this paper are: stat
11
The categories of this paper are: hep-lat
12
The categories of this paper are: nucl-th
28
The categories of this paper are: alg-geom
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The categories of this paper are: eess
36
The categories of this paper are: cmp-lg
18
The categories of this paper are: econ
7
The categories of this paper are: hep-th
2
The categories of this paper are: math
27
The categories of this paper are: comp-gas
32
The categories of this paper are: atom-ph
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The categories of this paper are: chem-ph
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The categories of this paper are: bayes-an
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The categories of this paper are: hep-ex
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The categories of this paper are: chao-dyn