Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Dark (and Bright) Side of IoT: Attacks and Countermeasures for
  Identifying Smart Home Devices and Services   We present a new machine learning-based attack that exploits network patterns
to detect the presence of smart IoT devices and running services in the WiFi
radio spectrum. We perform an extensive measurement campaign of data
collection, and we build up a model describing the traffic patterns
characterizing three popular IoT smart home devices, i.e., Google Nest Mini,
Amazon Echo, and Amazon Echo Dot. We prove that it is possible to detect and
identify with overwhelming probability their presence and the services running
by the aforementioned devices in a crowded WiFi scenario. This work proves that
standard encryption techniques alone are not sufficient to protect the privacy
of the end-user, since the network traffic itself exposes the presence of both
the device and the associated service. While more work is required to prevent
non-trusted third parties to detect and identify the user's devices, we
introduce Eclipse, a technique to mitigate these types of attacks, which
reshapes the traffic making the identification of the devices and the
associated services similar to the random classification baseline.

14
The categories of this paper are: math-ph
16
The categories of this paper are: stat
29
The categories of this paper are: funct-an
37
The categories of this paper are: supr-con
27
The categories of this paper are: comp-gas
0
The categories of this paper are: hep-ph
18
The categories of this paper are: econ
10
The categories of this paper are: q-bio
22
The categories of this paper are: chao-dyn
9
The categories of this paper are: nlin
12
The categories of this paper are: nucl-th
6
The categories of this paper are: astro-ph
7
The categories of this paper are: hep-th
3
The categories of this paper are: physics
30
The categories of this paper are: q-alg
20
The categories of this paper are: acc-phys