D 2013

Towards cryptographic function distinguishers with evolutionary circuits

ŠVENDA, Petr, Martin UKROP and Václav MATYÁŠ

Basic information

Original name

Towards cryptographic function distinguishers with evolutionary circuits

Authors

ŠVENDA, Petr (203 Czech Republic, guarantor, belonging to the institution), Martin UKROP (703 Slovakia, belonging to the institution) and Václav MATYÁŠ (203 Czech Republic, belonging to the institution)

Edition

Portugal, Proceedings of SECRYPT 2013, 10th International Conference on Security and Cryptography, p. 135-146, 12 pp. 2013

Publisher

SCITEPRESS

Other information

Language

English

Type of outcome

Stať ve sborníku

Field of Study

10201 Computer sciences, information science, bioinformatics

Country of publisher

Czech Republic

Confidentiality degree

není předmětem státního či obchodního tajemství

Publication form

printed version "print"

RIV identification code

RIV/00216224:14330/13:00066277

Organization unit

Faculty of Informatics

ISBN

978-989-8565-73-0

Keywords in English

eStream; genetic programming; random distinguisher; randomness statistical testing; software circuit
Změněno: 24/4/2014 18:20, RNDr. Pavel Šmerk, Ph.D.

Abstract

V originále

Cryptanalysis of a cryptographic function usually requires advanced cryptanalytical skills and extensive amount of human labour. However, some automation is possible, e.g., by using randomness testing suites like STS NIST or Dieharder. These can be applied to test statistical properties of cryptographic function outputs. Yet such testing suites are limited only to predefined patterns testing particular statistical defects. We propose more open approach based on a combination of software circuits and evolutionary algorithms to search for unwanted statistical properties like next bit predictability, random data non-distinguishability or strict avalanche criterion. Software circuit that acts as a testing function is automatically evolved by a stochastic optimization algorithm and uses information leaked during cryptographic function evaluation. We tested this general approach on problem of finding a distinguisher of outputs produced by several candidate algorithms for eStream competition from truly random sequences. We obtained similar results (with some exceptions) as those produced by STS NIST and Dieharder tests w.r.t. the number of rounds of the inspected algorithm. This paper focuses on providing solid assessment of the proposed approach w.r.t. STS NIST and Dieharder when applied over multiple different algorithms rather than obtaining best possible result for a particular one. Additionally, proposed approach is able to provide random distinguisher even when presented with very short sequence like 16 bytes only.

Links

GAP202/11/0422, research and development project
Name: Bezpečnostní protokoly podporující soukromí a detekce průniku v bezdrátových senzorových sítích (Acronym: P202/11/0422)
Investor: Czech Science Foundation