Matches in SemOpenAlex for { <https://semopenalex.org/work/W3112604890> ?p ?o ?g. }
Showing items 1 to 70 of
70
with 100 items per page.
- W3112604890 abstract "The recent revealed Bit-Flip Attack (BFA) against deep neural networks (DNNs) is highly concerning, as it can completely mislead the inference of quantized DNNs by only flipping a few weight bits in hardware memories through manners like DRAM rowhammer. A key question before applying any BFA mitigation solutions, such as retraining or model reloading, is how to quickly and accurately detect such an attack without impacting the normal inference. In this paper, we propose a weight encoding-based framework to concurrently detect BFA by leveraging the spatial locality of bit flipping in BFA and a fast encoding of sensitive weights only. Extensive experimental results show that our method can accurately differentiate the malicious fault models under BFA and the random bit flipping that could also occur in weight memories but does not impact accuracy as that of BFA, with very low overhead across various DNNs on both CIFAR-10 and ImageNet datasets. To the best of our knowledge, this is the first real-time detection framework for BFA attack against quantized DNNs that are widely deployed in hardware accelerators." @default.
- W3112604890 created "2020-12-21" @default.
- W3112604890 creator A5025596795 @default.
- W3112604890 creator A5067226050 @default.
- W3112604890 creator A5085028455 @default.
- W3112604890 date "2020-11-02" @default.
- W3112604890 modified "2023-09-27" @default.
- W3112604890 title "Concurrent weight encoding-based detection for bit-flip attack on neural network accelerators" @default.
- W3112604890 cites W2157116240 @default.
- W3112604890 cites W2194775991 @default.
- W3112604890 cites W2898009658 @default.
- W3112604890 cites W2962726564 @default.
- W3112604890 cites W2974891422 @default.
- W3112604890 cites W2981860227 @default.
- W3112604890 cites W4242053016 @default.
- W3112604890 doi "https://doi.org/10.1145/3400302.3415726" @default.
- W3112604890 hasPublicationYear "2020" @default.
- W3112604890 type Work @default.
- W3112604890 sameAs 3112604890 @default.
- W3112604890 citedByCount "6" @default.
- W3112604890 countsByYear W31126048902021 @default.
- W3112604890 countsByYear W31126048902022 @default.
- W3112604890 countsByYear W31126048902023 @default.
- W3112604890 crossrefType "proceedings-article" @default.
- W3112604890 hasAuthorship W3112604890A5025596795 @default.
- W3112604890 hasAuthorship W3112604890A5067226050 @default.
- W3112604890 hasAuthorship W3112604890A5085028455 @default.
- W3112604890 hasConcept C111919701 @default.
- W3112604890 hasConcept C113775141 @default.
- W3112604890 hasConcept C125411270 @default.
- W3112604890 hasConcept C154945302 @default.
- W3112604890 hasConcept C26517878 @default.
- W3112604890 hasConcept C2776214188 @default.
- W3112604890 hasConcept C2779960059 @default.
- W3112604890 hasConcept C2984842247 @default.
- W3112604890 hasConcept C38652104 @default.
- W3112604890 hasConcept C41008148 @default.
- W3112604890 hasConcept C50644808 @default.
- W3112604890 hasConcept C7366592 @default.
- W3112604890 hasConcept C9390403 @default.
- W3112604890 hasConceptScore W3112604890C111919701 @default.
- W3112604890 hasConceptScore W3112604890C113775141 @default.
- W3112604890 hasConceptScore W3112604890C125411270 @default.
- W3112604890 hasConceptScore W3112604890C154945302 @default.
- W3112604890 hasConceptScore W3112604890C26517878 @default.
- W3112604890 hasConceptScore W3112604890C2776214188 @default.
- W3112604890 hasConceptScore W3112604890C2779960059 @default.
- W3112604890 hasConceptScore W3112604890C2984842247 @default.
- W3112604890 hasConceptScore W3112604890C38652104 @default.
- W3112604890 hasConceptScore W3112604890C41008148 @default.
- W3112604890 hasConceptScore W3112604890C50644808 @default.
- W3112604890 hasConceptScore W3112604890C7366592 @default.
- W3112604890 hasConceptScore W3112604890C9390403 @default.
- W3112604890 hasLocation W31126048901 @default.
- W3112604890 hasOpenAccess W3112604890 @default.
- W3112604890 hasPrimaryLocation W31126048901 @default.
- W3112604890 hasRelatedWork W2389073067 @default.
- W3112604890 hasRelatedWork W2752721426 @default.
- W3112604890 hasRelatedWork W2798514405 @default.
- W3112604890 hasRelatedWork W2924943819 @default.
- W3112604890 hasRelatedWork W3037896803 @default.
- W3112604890 hasRelatedWork W3047371909 @default.
- W3112604890 hasRelatedWork W3099264032 @default.
- W3112604890 hasRelatedWork W3170672068 @default.
- W3112604890 hasRelatedWork W4285327616 @default.
- W3112604890 hasRelatedWork W4385301529 @default.
- W3112604890 isParatext "false" @default.
- W3112604890 isRetracted "false" @default.
- W3112604890 magId "3112604890" @default.
- W3112604890 workType "article" @default.