Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Neuronal Jamming Cyberattack over Invasive BCI Affecting the Resolution
  of Tasks Requiring Visual Capabilities   Invasive Brain-Computer Interfaces (BCI) are extensively used in medical
application scenarios to record, stimulate, or inhibit neural activity with
different purposes. An example is the stimulation of some brain areas to reduce
the effects generated by Parkinson's disease. Despite the advances in recent
years, cybersecurity on BCI is an open challenge since attackers can exploit
the vulnerabilities of invasive BCIs to induce malicious stimulation or
treatment disruption, affecting neuronal activity. In this work, we design and
implement a novel neuronal cyberattack, called Neuronal Jamming (JAM), which
prevents neurons from producing spikes. To implement and measure the JAM
impact, and due to the lack of realistic neuronal topologies in mammalians, we
have defined a use case with a Convolutional Neural Network (CNN) trained to
allow a mouse to exit a particular maze. The resulting model has been
translated to a neural topology, simulating a portion of a mouse's visual
cortex. The impact of JAM on both biological and artificial networks is
measured, analyzing how the attacks can both disrupt the spontaneous neural
signaling and the mouse's capacity to exit the maze. Besides, we compare the
impacts of both JAM and FLO (an existing neural cyberattack) demonstrating that
JAM generates a higher impact in terms of neuronal spike rate. Finally, we
discuss on whether and how JAM and FLO attacks could induce the effects of
neurodegenerative diseases if the implanted BCI had a comprehensive electrode
coverage of the targeted brain regions.

15
The categories of this paper are: nucl-ex
19
The categories of this paper are: eess
28
The categories of this paper are: alg-geom
31
The categories of this paper are: ao-sci
2
The categories of this paper are: math
0
The categories of this paper are: hep-ph
10
The categories of this paper are: q-bio
35
The categories of this paper are: mtrl-th
4
The categories of this paper are: cond-mat
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The categories of this paper are: acc-phys
3
The categories of this paper are: physics
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The categories of this paper are: econ
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The categories of this paper are: quant-ph
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The categories of this paper are: patt-sol
7
The categories of this paper are: hep-th
32
The categories of this paper are: atom-ph