Maximal Leakage of Masked Implementations Using Mrs. Gerber's Lemma for Min-Entropy

05/10/2023
by   Julien Béguinot, et al.
0

A common countermeasure against side-channel attacks on secret key cryptographic implementations is dth-order masking, which splits each sensitive variable into d+1 random shares. In this paper, maximal leakage bounds on the probability of success of any side-channel attack are derived for any masking order. Maximal leakage (Sibson's information of order infinity) is evaluated between the sensitive variable and the noisy leakage, and is related to the conditional “min-entropy” (Arimoto's entropy of order infinity) of the sensitive variable given the leakage. The latter conditional entropy is then lower-bounded in terms of the conditional entropies for each share using majorization inequalities. This yields a generalization of Mrs. Gerber's lemma for min-entropy in finite Abelian groups.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/21/2019

Robustness of Maximal α-Leakage to Side Information

Maximal α-leakage is a tunable measure of information leakage based on t...
research
11/23/2018

Generalised Entropies and Metric-Invariant Optimal Countermeasures for Information Leakage under Symmetric Constraints

We introduce a novel generalization of entropy and conditional entropy f...
research
02/12/2022

A Variational Formula for Infinity-Rényi Divergence with Applications to Information Leakage

We present a variational characterization for the Rényi divergence of or...
research
12/01/2019

Generalization Error Bounds Via Rényi-, f-Divergences and Maximal Leakage

In this work, the probability of an event under some joint distribution ...
research
10/14/2020

Learning, compression, and leakage: Minimizing classification error via meta-universal compression principles

Learning and compression are driven by the common aim of identifying and...
research
05/16/2021

Attacking Masked Cryptographic Implementations: Information-Theoretic Bounds

Measuring the information leakage is critical for evaluating practical s...
research
04/16/2023

Pointwise Maximal Leakage on General Alphabets

Pointwise maximal leakage (PML) is an operationally meaningful privacy m...

Please sign up or login with your details

Forgot password? Click here to reset