Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Autonomous Unknown-Application Filtering and Labeling for DL-based
  Traffic Classifier Update   Network traffic classification has been widely studied to fundamentally
advance network measurement and management. Machine Learning is one of the
effective approaches for network traffic classification. Specifically, Deep
Learning (DL) has attracted much attention from the researchers due to its
effectiveness even in encrypted network traffic without compromising neither
user privacy nor network security. However, most of the existing models are
created from closed-world datasets, thus they can only classify those existing
classes previously sampled and labeled. In this case, unknown classes cannot be
correctly classified. To tackle this issue, an autonomous learning framework is
proposed to effectively update DL-based traffic classification models during
active operations. The core of the proposed framework consists of a DL-based
classifier, a self-learned discriminator, and an autonomous self-labeling
model. The discriminator and self-labeling process can generate new dataset
during active operations to support classifier update. Evaluation of the
proposed framework is performed on an open dataset, i.e., ISCX VPN-nonVPN, and
independently collected data packets. The results demonstrate that the proposed
autonomous learning framework can filter packets from unknown classes and
provide accurate labels. Thus, corresponding DL-based classification models can
be updated successfully with the autonomously generated dataset.

34
The categories of this paper are: chem-ph
11
The categories of this paper are: hep-lat
20
The categories of this paper are: acc-phys
22
The categories of this paper are: chao-dyn
28
The categories of this paper are: alg-geom
17
The categories of this paper are: q-fin
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
15
The categories of this paper are: nucl-ex
30
The categories of this paper are: q-alg
25
The categories of this paper are: patt-sol
0
The categories of this paper are: hep-ph
4
The categories of this paper are: cond-mat
29
The categories of this paper are: funct-an
35
The categories of this paper are: mtrl-th
10
The categories of this paper are: q-bio