An RNN trained unsupervised on benign hardware counter traces detects multiple unseen attacks including Meltdown, Spectre, Rowhammer and Zombieload with F-score 0.9970.
Nights-watch: a cache- based side-channel intrusion detector using hardware performance coun- ters
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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.