Обнаружение SSH-туннелей по размеру пакетов

Иллюстрация из книги «Справочник киберсантехника» Протокол SSH — очень мощный инструмент, который используется для удалённой консоли или передачи файлов (scp, sftp). Есть менее известная функция...

Theoretical computer science cheat sheet | ACM SIGACT News

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Spectral Networks and Locally Connected Networks on Graphs

Convolutional Neural Networks are extremely efficient architectures in image and audio recognition tasks, thanks to their ability to exploit the local translational invariance of signal classes over their domain. In this paper we consider possible generalizations of CNNs to signals defined on more general domains without the action of a translation group. In particular, we propose two constructions, one based upon a hierarchical clustering of the domain, and another based on the spectrum of the graph Laplacian. We show through experiments that for low-dimensional graphs it is possible to learn convolutional layers with a number of parameters independent of the input size, resulting in efficient deep architectures.

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