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\title{Side-channel Based Runtime Intrusion Detection for Network Equipment}
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\title{Side-channel Based Runtime Intrusion Detection for Network Equipment}
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% REAL AUTHORS and CONTACT ==============================
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% REAL AUTHORS and CONTACT ==============================
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%\author{Arthur Grisel-Davy\and
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\author{Arthur Grisel-Davy\and
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%Julian Dickert\and
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Goksen U. Guler\and
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%Sebastian Fischmeister\and
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Julian Dickert\and
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%Goksen U. Guler\and
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Philippe Vibien\and
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%Waleed Khan\and
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Waleed Khan\and
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%Carlos Moreno\and
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Jack Morgan\and
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%Jack Morgan\and
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Carlos Moreno\and
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%Shikhar Sakhuja\and
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Sebastian Fischmeister.
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%Philippe Vibien.
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}
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%}
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\authorrunning{Grisel-Davy et al.}
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%\authorrunning{Grisel-Davy et al.}
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%\institute{University of Waterloo, Canada. \\
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\institute{University of Waterloo, Canada. \\
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%agriseld@uwaterloo.ca}
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agriseld@uwaterloo.ca}
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% FAKES/ANONYMOUS
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% FAKES/ANONYMOUS
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\author{
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%\author{
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\phantom{
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%\phantom{
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\begin{minipage}{\textwidth}
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% \begin{minipage}{\textwidth}
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Anon. Anonymous\and
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\end{minipage}
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% \end{minipage}
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}
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%}
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}
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%}
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\authorrunning{ }
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%\authorrunning{ }
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\institute{ ~\\
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%\institute{ ~\\
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}
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% }
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\maketitle % typeset the header of the contribution
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\maketitle % typeset the header of the contribution
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@ -601,6 +600,7 @@ The obtainable number of training samples makes this approach adaptable to a ran
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The models trained are relatively lightweight owing to the small number of samples along with the heavy downsampling performed on data for the experiments.
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The models trained are relatively lightweight owing to the small number of samples along with the heavy downsampling performed on data for the experiments.
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The lightweight nature of the models allows for fast online run-time monitoring and integrity assessment of embedded systems.
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The lightweight nature of the models allows for fast online run-time monitoring and integrity assessment of embedded systems.
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\section{Conclusion}
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\section{Conclusion}
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\label{Conclusion}
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\label{Conclusion}
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@ -611,7 +611,6 @@ The results show that the used methods achieve near perfect accuracy on all expe
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Overall, the introduced techniques provide a glimpse on a general concept that is extensible to other real-time and embedded systems.
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Overall, the introduced techniques provide a glimpse on a general concept that is extensible to other real-time and embedded systems.
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Future work can investigate additional side channels and how the interaction can even further reduce the required sample size and improve the accuracy.
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Future work can investigate additional side channels and how the interaction can even further reduce the required sample size and improve the accuracy.
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\bibliographystyle{splncs04}
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\bibliographystyle{splncs04}
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\bibliography{bibliography}
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\bibliography{bibliography}
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