An RNN trained unsupervised on benign hardware counter traces detects multiple unseen attacks including Meltdown, Spectre, Rowhammer and Zombieload with F-score 0.9970.
Numchecker: Detecting ker- nel control-flow modifying rootkits by using hardware performance counters
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FortuneTeller: Predicting Microarchitectural Attacks via Unsupervised Deep Learning
An RNN trained unsupervised on benign hardware counter traces detects multiple unseen attacks including Meltdown, Spectre, Rowhammer and Zombieload with F-score 0.9970.