Paper 2011/694 Original: eprint.iacr.org/2011/694 ↗

Generic Side-channel Distinguisher Based on Kolmogorov-Smirnov Test: Explicit Construction and Practical Evaluation

Jiye Liu
Yongbin Zhou
Shuguo Yang
Dengguo Feng
Abstract

Construction and evaluation of efficient distinguishers with broad generality is one fundamental problem in the area of side-channel cryptanalysis. Due to their capabilities to deal with general correlations, MIA-like distinguishers have received wide attention from academia. In this paper, we conduct a comprehensive comparison investigation of existing MIA-like distinguishers, and then propose a new generic side-channel distinguisher based on partial Kolmogorov-Smirnov test, namely PKS distinguisher. Theoretical analysis and experimental attacks unanimously justify that PKS distinguisher works remarkably well with both linear and non-linear leakage models. Specifically, PKS distinguisher has obvious advantages over existing MIA-like distinguishers in terms of both success rate and guessing entropy. Additionally, lower computational complexity of PKS distinguisher further shows its better applicability than MIA-like distinguishers.

Metadata
Available format(s)
PDF
Category
Implementation
Publication info
Preprint.
History
2011-12-29: last updated
2011-12-23: published
Short URL
https://ia.cr/2011/694
License
https://creativecommons.org/licenses/by/4.0/

BibTeX

@misc{cryptoeprint:2011/694,
      author = {Jiye Liu and Yongbin Zhou and Shuguo Yang and Dengguo Feng},
      title = {Generic Side-channel Distinguisher Based on Kolmogorov-Smirnov Test: Explicit Construction and Practical Evaluation},
      howpublished = {Cryptology {ePrint} Archive, Paper 2011/694},
      year = {2011},
      url = {https://eprint.iacr.org/2011/694}
}
Note: In order to protect the privacy of readers, this archive does not use cookies or embedded third party content.