Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297206657> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4297206657 abstract "This paper proposes AdaTest, a novel adaptive test pattern generation framework for efficient and reliable Hardware Trojan (HT) detection. HT is a backdoor attack that tampers with the design of victim integrated circuits (ICs). AdaTest improves the existing HT detection techniques in terms of scalability and accuracy of detecting smaller Trojans in the presence of noise and variations. To achieve high trigger coverage, AdaTest leverages Reinforcement Learning (RL) to produce a diverse set of test inputs. Particularly, we progressively generate test vectors with high reward values in an iterative manner. In each iteration, the test set is evaluated and adaptively expanded as needed. Furthermore, AdaTest integrates adaptive sampling to prioritize test samples that provide more information for HT detection, thus reducing the number of samples while improving the sample quality for faster exploration. We develop AdaTest with a Software/Hardware co-design principle and provide an optimized on-chip architecture solution. AdaTest's architecture minimizes the hardware overhead in two ways:(i) Deploying circuit emulation on programmable hardware to accelerate reward evaluation of the test input; (ii) Pipelining each computation stage in AdaTest by automatically constructing auxiliary circuit for test input generation, reward evaluation, and adaptive sampling. We evaluate AdaTest's performance on various HT benchmarks and compare it with two prior works that use logic testing for HT detection. Experimental results show that AdaTest engenders up to two orders of test generation speedup and two orders of test set size reduction compared to the prior works while achieving the same level or higher Trojan detection rate." @default.
- W4297206657 created "2022-09-27" @default.
- W4297206657 creator A5007747700 @default.
- W4297206657 creator A5010458097 @default.
- W4297206657 creator A5019931011 @default.
- W4297206657 creator A5060876016 @default.
- W4297206657 date "2022-04-12" @default.
- W4297206657 modified "2023-09-23" @default.
- W4297206657 title "AdaTest:Reinforcement Learning and Adaptive Sampling for On-chip Hardware Trojan Detection" @default.
- W4297206657 doi "https://doi.org/10.48550/arxiv.2204.06117" @default.
- W4297206657 hasPublicationYear "2022" @default.
- W4297206657 type Work @default.
- W4297206657 citedByCount "0" @default.
- W4297206657 crossrefType "posted-content" @default.
- W4297206657 hasAuthorship W4297206657A5007747700 @default.
- W4297206657 hasAuthorship W4297206657A5010458097 @default.
- W4297206657 hasAuthorship W4297206657A5019931011 @default.
- W4297206657 hasAuthorship W4297206657A5060876016 @default.
- W4297206657 hasBestOaLocation W42972066571 @default.
- W4297206657 hasConcept C105795698 @default.
- W4297206657 hasConcept C111919701 @default.
- W4297206657 hasConcept C113775141 @default.
- W4297206657 hasConcept C119599485 @default.
- W4297206657 hasConcept C127413603 @default.
- W4297206657 hasConcept C134146338 @default.
- W4297206657 hasConcept C149635348 @default.
- W4297206657 hasConcept C149810388 @default.
- W4297206657 hasConcept C154945302 @default.
- W4297206657 hasConcept C162324750 @default.
- W4297206657 hasConcept C169903167 @default.
- W4297206657 hasConcept C173608175 @default.
- W4297206657 hasConcept C174333608 @default.
- W4297206657 hasConcept C17626397 @default.
- W4297206657 hasConcept C177264268 @default.
- W4297206657 hasConcept C19499675 @default.
- W4297206657 hasConcept C199360897 @default.
- W4297206657 hasConcept C2779960059 @default.
- W4297206657 hasConcept C2780873074 @default.
- W4297206657 hasConcept C2781395549 @default.
- W4297206657 hasConcept C33923547 @default.
- W4297206657 hasConcept C38652104 @default.
- W4297206657 hasConcept C41008148 @default.
- W4297206657 hasConcept C48044578 @default.
- W4297206657 hasConcept C50522688 @default.
- W4297206657 hasConcept C68339613 @default.
- W4297206657 hasConcept C77088390 @default.
- W4297206657 hasConcept C97541855 @default.
- W4297206657 hasConceptScore W4297206657C105795698 @default.
- W4297206657 hasConceptScore W4297206657C111919701 @default.
- W4297206657 hasConceptScore W4297206657C113775141 @default.
- W4297206657 hasConceptScore W4297206657C119599485 @default.
- W4297206657 hasConceptScore W4297206657C127413603 @default.
- W4297206657 hasConceptScore W4297206657C134146338 @default.
- W4297206657 hasConceptScore W4297206657C149635348 @default.
- W4297206657 hasConceptScore W4297206657C149810388 @default.
- W4297206657 hasConceptScore W4297206657C154945302 @default.
- W4297206657 hasConceptScore W4297206657C162324750 @default.
- W4297206657 hasConceptScore W4297206657C169903167 @default.
- W4297206657 hasConceptScore W4297206657C173608175 @default.
- W4297206657 hasConceptScore W4297206657C174333608 @default.
- W4297206657 hasConceptScore W4297206657C17626397 @default.
- W4297206657 hasConceptScore W4297206657C177264268 @default.
- W4297206657 hasConceptScore W4297206657C19499675 @default.
- W4297206657 hasConceptScore W4297206657C199360897 @default.
- W4297206657 hasConceptScore W4297206657C2779960059 @default.
- W4297206657 hasConceptScore W4297206657C2780873074 @default.
- W4297206657 hasConceptScore W4297206657C2781395549 @default.
- W4297206657 hasConceptScore W4297206657C33923547 @default.
- W4297206657 hasConceptScore W4297206657C38652104 @default.
- W4297206657 hasConceptScore W4297206657C41008148 @default.
- W4297206657 hasConceptScore W4297206657C48044578 @default.
- W4297206657 hasConceptScore W4297206657C50522688 @default.
- W4297206657 hasConceptScore W4297206657C68339613 @default.
- W4297206657 hasConceptScore W4297206657C77088390 @default.
- W4297206657 hasConceptScore W4297206657C97541855 @default.
- W4297206657 hasLocation W42972066571 @default.
- W4297206657 hasOpenAccess W4297206657 @default.
- W4297206657 hasPrimaryLocation W42972066571 @default.
- W4297206657 hasRelatedWork W1915975010 @default.
- W4297206657 hasRelatedWork W1988426258 @default.
- W4297206657 hasRelatedWork W1989761413 @default.
- W4297206657 hasRelatedWork W2078396904 @default.
- W4297206657 hasRelatedWork W2157977768 @default.
- W4297206657 hasRelatedWork W2904311686 @default.
- W4297206657 hasRelatedWork W3005493951 @default.
- W4297206657 hasRelatedWork W3118426781 @default.
- W4297206657 hasRelatedWork W4224069029 @default.
- W4297206657 hasRelatedWork W924455922 @default.
- W4297206657 isParatext "false" @default.
- W4297206657 isRetracted "false" @default.
- W4297206657 workType "article" @default.