Matches in SemOpenAlex for { <https://semopenalex.org/work/W4294326453> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4294326453 endingPage "254" @default.
- W4294326453 startingPage "228" @default.
- W4294326453 abstract "In this study, we present new analytical metrics for evaluating the performance of side-channel attacks (SCAs) by revisiting the perceived information (PI), which is defined using cross-entropy (CE). PI represents the amount of information utilized by a probability distribution that determines a distinguishing rule in SCA. Our analysis partially solves an important open problem in the performance evaluation of deep-learning based SCAs (DL-SCAs) that the relationship between neural network (NN) model evaluation metrics (such as accuracy, loss, and recall) and guessing entropy (GE)/success rate (SR) is unclear. We first theoretically show that the conventional CE/PI is non-calibrated and insufficient for evaluating the SCA performance, as it contains uncertainty in terms of SR. More precisely, we show that an infinite number of probability distributions with different CE/PI can achieve an identical SR. With the above analysis result, we present a modification of CE/PI, named effective CE/PI (ECE/EPI), to eliminate the above uncertainty. The ECE/EPI can be easily calculated for a given probability distribution and dataset, which would be suitable for DL-SCA. Using the ECE/EPI, we can accurately evaluate the SR hrough the validation loss in the training phase, and can measure the generalization of the NN model in terms of SR in the attack phase. We then analyze and discuss the proposed metrics regarding their relationship to SR, conditions of successful attacks for a distinguishing rule with a probability distribution, a statistic/asymptotic aspect, and the order of key ranks in SCA. Finally, we validate the proposed metrics through experimental attacks on masked AES implementations using DL-SCA." @default.
- W4294326453 created "2022-09-02" @default.
- W4294326453 creator A5018107869 @default.
- W4294326453 creator A5034718952 @default.
- W4294326453 creator A5052303935 @default.
- W4294326453 date "2022-08-31" @default.
- W4294326453 modified "2023-09-30" @default.
- W4294326453 title "Perceived Information Revisited" @default.
- W4294326453 doi "https://doi.org/10.46586/tches.v2022.i4.228-254" @default.
- W4294326453 hasPublicationYear "2022" @default.
- W4294326453 type Work @default.
- W4294326453 citedByCount "0" @default.
- W4294326453 crossrefType "journal-article" @default.
- W4294326453 hasAuthorship W4294326453A5018107869 @default.
- W4294326453 hasAuthorship W4294326453A5034718952 @default.
- W4294326453 hasAuthorship W4294326453A5052303935 @default.
- W4294326453 hasBestOaLocation W42943264531 @default.
- W4294326453 hasConcept C105795698 @default.
- W4294326453 hasConcept C106301342 @default.
- W4294326453 hasConcept C11413529 @default.
- W4294326453 hasConcept C121332964 @default.
- W4294326453 hasConcept C134306372 @default.
- W4294326453 hasConcept C149441793 @default.
- W4294326453 hasConcept C153180895 @default.
- W4294326453 hasConcept C154945302 @default.
- W4294326453 hasConcept C167981619 @default.
- W4294326453 hasConcept C177148314 @default.
- W4294326453 hasConcept C33923547 @default.
- W4294326453 hasConcept C41008148 @default.
- W4294326453 hasConcept C50644808 @default.
- W4294326453 hasConcept C62520636 @default.
- W4294326453 hasConcept C89128539 @default.
- W4294326453 hasConceptScore W4294326453C105795698 @default.
- W4294326453 hasConceptScore W4294326453C106301342 @default.
- W4294326453 hasConceptScore W4294326453C11413529 @default.
- W4294326453 hasConceptScore W4294326453C121332964 @default.
- W4294326453 hasConceptScore W4294326453C134306372 @default.
- W4294326453 hasConceptScore W4294326453C149441793 @default.
- W4294326453 hasConceptScore W4294326453C153180895 @default.
- W4294326453 hasConceptScore W4294326453C154945302 @default.
- W4294326453 hasConceptScore W4294326453C167981619 @default.
- W4294326453 hasConceptScore W4294326453C177148314 @default.
- W4294326453 hasConceptScore W4294326453C33923547 @default.
- W4294326453 hasConceptScore W4294326453C41008148 @default.
- W4294326453 hasConceptScore W4294326453C50644808 @default.
- W4294326453 hasConceptScore W4294326453C62520636 @default.
- W4294326453 hasConceptScore W4294326453C89128539 @default.
- W4294326453 hasLocation W42943264531 @default.
- W4294326453 hasOpenAccess W4294326453 @default.
- W4294326453 hasPrimaryLocation W42943264531 @default.
- W4294326453 hasRelatedWork W1971753667 @default.
- W4294326453 hasRelatedWork W1997271576 @default.
- W4294326453 hasRelatedWork W2052275678 @default.
- W4294326453 hasRelatedWork W2068208308 @default.
- W4294326453 hasRelatedWork W2082669437 @default.
- W4294326453 hasRelatedWork W2127881447 @default.
- W4294326453 hasRelatedWork W2167877645 @default.
- W4294326453 hasRelatedWork W2348187822 @default.
- W4294326453 hasRelatedWork W2885094885 @default.
- W4294326453 hasRelatedWork W2946992918 @default.
- W4294326453 isParatext "false" @default.
- W4294326453 isRetracted "false" @default.
- W4294326453 workType "article" @default.