Matches in SemOpenAlex for { <https://semopenalex.org/work/W3133172322> ?p ?o ?g. }
- W3133172322 abstract "To explore the vulnerability of deep neural networks (DNNs), many attack paradigms have been well studied, such as the poisoning-based backdoor attack in the training stage and the adversarial attack in the inference stage. In this paper, we study a novel attack paradigm, which modifies model parameters in the deployment stage for malicious purposes. Specifically, our goal is to misclassify a specific sample into a target class without any sample modification, while not significantly reduce the prediction accuracy of other samples to ensure the stealthiness. To this end, we formulate this problem as a binary integer programming (BIP), since the parameters are stored as binary bits ($i.e.$, 0 and 1) in the memory. By utilizing the latest technique in integer programming, we equivalently reformulate this BIP problem as a continuous optimization problem, which can be effectively and efficiently solved using the alternating direction method of multipliers (ADMM) method. Consequently, the flipped critical bits can be easily determined through optimization, rather than using a heuristic strategy. Extensive experiments demonstrate the superiority of our method in attacking DNNs." @default.
- W3133172322 created "2021-03-01" @default.
- W3133172322 creator A5014420606 @default.
- W3133172322 creator A5017215030 @default.
- W3133172322 creator A5018365310 @default.
- W3133172322 creator A5022446997 @default.
- W3133172322 creator A5034104790 @default.
- W3133172322 creator A5068027800 @default.
- W3133172322 date "2021-02-21" @default.
- W3133172322 modified "2023-09-22" @default.
- W3133172322 title "Targeted Attack against Deep Neural Networks via Flipping Limited Weight Bits" @default.
- W3133172322 cites W2045079045 @default.
- W3133172322 cites W2058532290 @default.
- W3133172322 cites W2108857396 @default.
- W3133172322 cites W2117539524 @default.
- W3133172322 cites W2157116240 @default.
- W3133172322 cites W2164278908 @default.
- W3133172322 cites W2194775991 @default.
- W3133172322 cites W2244987555 @default.
- W3133172322 cites W2475053276 @default.
- W3133172322 cites W2537014044 @default.
- W3133172322 cites W2543927648 @default.
- W3133172322 cites W2607219512 @default.
- W3133172322 cites W2771112233 @default.
- W3133172322 cites W2772825438 @default.
- W3133172322 cites W2798302089 @default.
- W3133172322 cites W2807363941 @default.
- W3133172322 cites W2807835252 @default.
- W3133172322 cites W2934843808 @default.
- W3133172322 cites W2942091739 @default.
- W3133172322 cites W2944082840 @default.
- W3133172322 cites W2945335799 @default.
- W3133172322 cites W2962700793 @default.
- W3133172322 cites W2962726564 @default.
- W3133172322 cites W2962835968 @default.
- W3133172322 cites W2963034407 @default.
- W3133172322 cites W2963207607 @default.
- W3133172322 cites W2963920068 @default.
- W3133172322 cites W2964041528 @default.
- W3133172322 cites W2964153729 @default.
- W3133172322 cites W2964333506 @default.
- W3133172322 cites W2970680991 @default.
- W3133172322 cites W2972986629 @default.
- W3133172322 cites W2981860227 @default.
- W3133172322 cites W2995164118 @default.
- W3133172322 cites W2996061416 @default.
- W3133172322 cites W2996800219 @default.
- W3133172322 cites W2997223206 @default.
- W3133172322 cites W2998421476 @default.
- W3133172322 cites W3006076803 @default.
- W3133172322 cites W3009801594 @default.
- W3133172322 cites W3034579202 @default.
- W3133172322 cites W3034643863 @default.
- W3133172322 cites W3034665124 @default.
- W3133172322 cites W3041840141 @default.
- W3133172322 cites W3042368254 @default.
- W3133172322 cites W3044504496 @default.
- W3133172322 cites W3046220816 @default.
- W3133172322 cites W3082761341 @default.
- W3133172322 cites W3102908045 @default.
- W3133172322 cites W3103385169 @default.
- W3133172322 cites W3104218734 @default.
- W3133172322 cites W3108980562 @default.
- W3133172322 cites W3118608800 @default.
- W3133172322 hasPublicationYear "2021" @default.
- W3133172322 type Work @default.
- W3133172322 sameAs 3133172322 @default.
- W3133172322 citedByCount "0" @default.
- W3133172322 crossrefType "posted-content" @default.
- W3133172322 hasAuthorship W3133172322A5014420606 @default.
- W3133172322 hasAuthorship W3133172322A5017215030 @default.
- W3133172322 hasAuthorship W3133172322A5018365310 @default.
- W3133172322 hasAuthorship W3133172322A5022446997 @default.
- W3133172322 hasAuthorship W3133172322A5034104790 @default.
- W3133172322 hasAuthorship W3133172322A5068027800 @default.
- W3133172322 hasConcept C11413529 @default.
- W3133172322 hasConcept C126255220 @default.
- W3133172322 hasConcept C154945302 @default.
- W3133172322 hasConcept C173801870 @default.
- W3133172322 hasConcept C185592680 @default.
- W3133172322 hasConcept C198531522 @default.
- W3133172322 hasConcept C199360897 @default.
- W3133172322 hasConcept C2776214188 @default.
- W3133172322 hasConcept C2781045450 @default.
- W3133172322 hasConcept C2984842247 @default.
- W3133172322 hasConcept C33923547 @default.
- W3133172322 hasConcept C38652104 @default.
- W3133172322 hasConcept C41008148 @default.
- W3133172322 hasConcept C43617362 @default.
- W3133172322 hasConcept C48372109 @default.
- W3133172322 hasConcept C50644808 @default.
- W3133172322 hasConcept C56086750 @default.
- W3133172322 hasConcept C94375191 @default.
- W3133172322 hasConcept C95713431 @default.
- W3133172322 hasConcept C97137487 @default.
- W3133172322 hasConceptScore W3133172322C11413529 @default.
- W3133172322 hasConceptScore W3133172322C126255220 @default.
- W3133172322 hasConceptScore W3133172322C154945302 @default.
- W3133172322 hasConceptScore W3133172322C173801870 @default.
- W3133172322 hasConceptScore W3133172322C185592680 @default.