Matches in SemOpenAlex for { <https://semopenalex.org/work/W2897429143> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2897429143 abstract "It has been shown that adversaries can craft example inputs to neural networks which are similar to legitimate inputs but have been created to purposely cause the neural network to misclassify the input. These adversarial examples are crafted, for example, by calculating gradients of a carefully defined loss function with respect to the input. As a countermeasure, some researchers have tried to design robust models by blocking or obfuscating gradients, even in white-box settings. Another line of research proposes introducing a separate detector to attempt to detect adversarial examples. This approach also makes use of gradient obfuscation techniques, for example, to prevent the adversary from trying to fool the detector. In this paper, we introduce stochastic substitute training, a gray-box approach that can craft adversarial examples for defenses which obfuscate gradients. For those defenses that have tried to make models more robust, with our technique, an adversary can craft adversarial examples with no knowledge of the defense. For defenses that attempt to detect the adversarial examples, with our technique, an adversary only needs very limited information about the defense to craft adversarial examples. We demonstrate our technique by applying it against two defenses which make models more robust and two defenses which detect adversarial examples." @default.
- W2897429143 created "2018-10-26" @default.
- W2897429143 creator A5020434662 @default.
- W2897429143 creator A5025861504 @default.
- W2897429143 creator A5035739274 @default.
- W2897429143 date "2018-10-23" @default.
- W2897429143 modified "2023-09-27" @default.
- W2897429143 title "Stochastic Substitute Training: A Gray-box Approach to Craft Adversarial Examples Against Gradient Obfuscation Defenses" @default.
- W2897429143 cites W1677182931 @default.
- W2897429143 cites W2110889728 @default.
- W2897429143 cites W2119112357 @default.
- W2897429143 cites W2145339207 @default.
- W2897429143 cites W2194775991 @default.
- W2897429143 cites W2243397390 @default.
- W2897429143 cites W2257979135 @default.
- W2897429143 cites W2399941526 @default.
- W2897429143 cites W2401231614 @default.
- W2897429143 cites W2546571074 @default.
- W2897429143 cites W2560162835 @default.
- W2897429143 cites W2595668780 @default.
- W2897429143 cites W2603766943 @default.
- W2897429143 cites W2610321374 @default.
- W2897429143 cites W2781800156 @default.
- W2897429143 cites W2786118190 @default.
- W2897429143 cites W2787496614 @default.
- W2897429143 cites W2787708942 @default.
- W2897429143 cites W2810611310 @default.
- W2897429143 cites W2950468330 @default.
- W2897429143 cites W2950864148 @default.
- W2897429143 cites W2951972811 @default.
- W2897429143 cites W2962835968 @default.
- W2897429143 cites W2963207607 @default.
- W2897429143 cites W2963564844 @default.
- W2897429143 cites W2963744840 @default.
- W2897429143 cites W2963857521 @default.
- W2897429143 cites W2964082701 @default.
- W2897429143 cites W2964121744 @default.
- W2897429143 cites W2964153729 @default.
- W2897429143 cites W2964253222 @default.
- W2897429143 cites W3118608800 @default.
- W2897429143 cites W9657784 @default.
- W2897429143 hasPublicationYear "2018" @default.
- W2897429143 type Work @default.
- W2897429143 sameAs 2897429143 @default.
- W2897429143 citedByCount "1" @default.
- W2897429143 countsByYear W28974291432020 @default.
- W2897429143 crossrefType "proceedings-article" @default.
- W2897429143 hasAuthorship W2897429143A5020434662 @default.
- W2897429143 hasAuthorship W2897429143A5025861504 @default.
- W2897429143 hasAuthorship W2897429143A5035739274 @default.
- W2897429143 hasBestOaLocation W28974291431 @default.
- W2897429143 hasConcept C108583219 @default.
- W2897429143 hasConcept C119857082 @default.
- W2897429143 hasConcept C154945302 @default.
- W2897429143 hasConcept C166957645 @default.
- W2897429143 hasConcept C2779732396 @default.
- W2897429143 hasConcept C37736160 @default.
- W2897429143 hasConcept C38652104 @default.
- W2897429143 hasConcept C40305131 @default.
- W2897429143 hasConcept C41008148 @default.
- W2897429143 hasConcept C41065033 @default.
- W2897429143 hasConcept C95457728 @default.
- W2897429143 hasConceptScore W2897429143C108583219 @default.
- W2897429143 hasConceptScore W2897429143C119857082 @default.
- W2897429143 hasConceptScore W2897429143C154945302 @default.
- W2897429143 hasConceptScore W2897429143C166957645 @default.
- W2897429143 hasConceptScore W2897429143C2779732396 @default.
- W2897429143 hasConceptScore W2897429143C37736160 @default.
- W2897429143 hasConceptScore W2897429143C38652104 @default.
- W2897429143 hasConceptScore W2897429143C40305131 @default.
- W2897429143 hasConceptScore W2897429143C41008148 @default.
- W2897429143 hasConceptScore W2897429143C41065033 @default.
- W2897429143 hasConceptScore W2897429143C95457728 @default.
- W2897429143 hasLocation W28974291431 @default.
- W2897429143 hasOpenAccess W2897429143 @default.
- W2897429143 hasPrimaryLocation W28974291431 @default.
- W2897429143 hasRelatedWork W2552767274 @default.
- W2897429143 hasRelatedWork W2618043096 @default.
- W2897429143 hasRelatedWork W2783555701 @default.
- W2897429143 hasRelatedWork W2926400157 @default.
- W2897429143 hasRelatedWork W2937889490 @default.
- W2897429143 hasRelatedWork W2943281030 @default.
- W2897429143 hasRelatedWork W2944318064 @default.
- W2897429143 hasRelatedWork W2962595205 @default.
- W2897429143 hasRelatedWork W2963894448 @default.
- W2897429143 hasRelatedWork W2964277985 @default.
- W2897429143 hasRelatedWork W2978305311 @default.
- W2897429143 hasRelatedWork W3020995107 @default.
- W2897429143 hasRelatedWork W3035667859 @default.
- W2897429143 hasRelatedWork W3091857398 @default.
- W2897429143 hasRelatedWork W3098447523 @default.
- W2897429143 hasRelatedWork W3105389675 @default.
- W2897429143 hasRelatedWork W3108822760 @default.
- W2897429143 hasRelatedWork W3109966548 @default.
- W2897429143 hasRelatedWork W3137424886 @default.
- W2897429143 hasRelatedWork W3204726162 @default.
- W2897429143 isParatext "false" @default.
- W2897429143 isRetracted "false" @default.
- W2897429143 magId "2897429143" @default.
- W2897429143 workType "article" @default.