.png){kind=icon}
返回
Deep Learning-Based Detection for Multiple Cache Side-Channel Attacks
.png){kind=icon}
PRE
AI
DOI：10.1109/TIFS.2023.3340088.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
A cache side-channel attack retrieves victim's sensitive information from a system by exploiting shared cache of CPUs. Since conventional cache side-channel attacks such as FLUSH+RELOAD and PRIME+PROBE are likely to incur numerous cache events, such as cache hits and misses, many previous strategies have focused on monitoring cache events for attack detection. However, as recently proposed attacks such as PRIME+ABORT have exploited the other events as side-channels, it has become challenging to detect them by monitoring only cache events. In this paper, we investigate PRIME+ABORT attack and identifies Intel TSX hardware events are tightly coupled with it as well as cache events. Based on our finding, we propose a novel deep learning-based cache side-channel attack detection method called FRIME. It can concurrently detect not only the conventional attacks such as FLUSH+RELOAD, PRIME+PROBE, but also PRIME+ABORT by leveraging both event types. In order to demonstrate the efficacy of our cache side-channel attack detection scheme in diverse workload conditions in the real world, we implement it using MLP, RNN, and LSTM deep learning models, demonstrating LSTM-based method outperforms the other implementations in terms of detection accuracy.
Keyword:
Cache side-channel attack detection
multiclass classification
PRIME plus ABORT
PRIME plus PROBE
FLUSH plus RE-LOAD
期刊
IF:
8
论文数:
5.2K
被引数:
2.3W
机构
引用论文
Picocystis salinarum gen. et sp. nov. (Chlorophyta) – a new picoplanktonic green alga.png)
Phycologia
PhycologiaIF0
PREAI
分享收藏Membrane potential changes during transport of glycine as a neutral amino acid and nitrate in Lemna gibba G 1FEBS Letters
OAAI
FEBS LettersIF0
OAAI分享收藏Mapping ligand binding using microfluidics-enabled millisecond timescale hydrogen-deuterium exchange
PREAI
分享收藏Biomarker identification of isolated compartments of the cell wall, cytoplasm and vacuole from the internodal cell of characean Nitellopsis obtusaPeerJ
OAAI
PeerJIF0
OAAI分享收藏分享收藏
查看更多内容