FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895934315> ?p ?o ?g. }

• W2895934315 abstract "Many deep learning models are vulnerable to the adversarial attack, i.e., imperceptible but intentionally-designed perturbations to the input can cause incorrect output of the networks. In this paper, using information geometry, we provide a reasonable explanation for the vulnerability of deep learning models. By considering the data space as a non-linear space with the Fisher information metric induced from a neural network, we first propose an adversarial attack algorithm termed one-step spectral attack (OSSA). The method is described by a constrained quadratic form of the Fisher information matrix, where the optimal adversarial perturbation is given by the first eigenvector, and the model vulnerability is reflected by the eigenvalues. The larger an eigenvalue is, the more vulnerable the model is to be attacked by the corresponding eigenvector. Taking advantage of the property, we also propose an adversarial detection method with the eigenvalues serving as characteristics. Both our attack and detection algorithms are numerically optimized to work efficiently on large datasets. Our evaluations show superior performance compared with other methods, implying that the Fisher information is a promising approach to investigate the adversarial attacks and defenses." @default.
• W2895934315 created "2018-10-26" @default.
• W2895934315 creator A5007231534 @default.
• W2895934315 creator A5008090356 @default.
• W2895934315 creator A5010665785 @default.
• W2895934315 creator A5018576548 @default.
• W2895934315 creator A5033203506 @default.
• W2895934315 creator A5060120202 @default.
• W2895934315 date "2018-10-09" @default.
• W2895934315 modified "2023-09-24" @default.
• W2895934315 title "The Adversarial Attack and Detection under the Fisher Information Metric" @default.
• W2895934315 cites W1573082642 @default.
• W2895934315 cites W1686810756 @default.
• W2895934315 cites W1866637071 @default.
• W2895934315 cites W2174868984 @default.
• W2895934315 cites W2176412452 @default.
• W2895934315 cites W2194775991 @default.
• W2895934315 cites W2243397390 @default.
• W2895934315 cites W2408141691 @default.
• W2895934315 cites W2460937040 @default.
• W2895934315 cites W2513314332 @default.
• W2895934315 cites W2543927648 @default.
• W2895934315 cites W2578457540 @default.
• W2895934315 cites W2594877703 @default.
• W2895934315 cites W2612637113 @default.
• W2895934315 cites W2767075075 @default.
• W2895934315 cites W2783692467 @default.
• W2895934315 cites W2949311987 @default.
• W2895934315 cites W2950468330 @default.
• W2895934315 cites W2950864148 @default.
• W2895934315 cites W2963003451 @default.
• W2895934315 cites W2963207607 @default.
• W2895934315 cites W2963564844 @default.
• W2895934315 cites W2963857521 @default.
• W2895934315 cites W2964040467 @default.
• W2895934315 cites W2964153729 @default.
• W2895934315 cites W3105463048 @default.
• W2895934315 cites W3118608800 @default.
• W2895934315 doi "https://doi.org/10.48550/arxiv.1810.03806" @default.
• W2895934315 hasPublicationYear "2018" @default.
• W2895934315 type Work @default.
• W2895934315 sameAs 2895934315 @default.
• W2895934315 citedByCount "0" @default.
• W2895934315 crossrefType "posted-content" @default.
• W2895934315 hasAuthorship W2895934315A5007231534 @default.
• W2895934315 hasAuthorship W2895934315A5008090356 @default.
• W2895934315 hasAuthorship W2895934315A5010665785 @default.
• W2895934315 hasAuthorship W2895934315A5018576548 @default.
• W2895934315 hasAuthorship W2895934315A5033203506 @default.
• W2895934315 hasAuthorship W2895934315A5060120202 @default.
• W2895934315 hasBestOaLocation W28959343151 @default.
• W2895934315 hasConcept C11413529 @default.
• W2895934315 hasConcept C119857082 @default.
• W2895934315 hasConcept C121332964 @default.
• W2895934315 hasConcept C126255220 @default.
• W2895934315 hasConcept C129844170 @default.
• W2895934315 hasConcept C154945302 @default.
• W2895934315 hasConcept C158693339 @default.
• W2895934315 hasConcept C162324750 @default.
• W2895934315 hasConcept C176217482 @default.
• W2895934315 hasConcept C21547014 @default.
• W2895934315 hasConcept C2524010 @default.
• W2895934315 hasConcept C29406490 @default.
• W2895934315 hasConcept C33923547 @default.
• W2895934315 hasConcept C37736160 @default.
• W2895934315 hasConcept C41008148 @default.
• W2895934315 hasConcept C50644808 @default.
• W2895934315 hasConcept C62520636 @default.
• W2895934315 hasConceptScore W2895934315C11413529 @default.
• W2895934315 hasConceptScore W2895934315C119857082 @default.
• W2895934315 hasConceptScore W2895934315C121332964 @default.
• W2895934315 hasConceptScore W2895934315C126255220 @default.
• W2895934315 hasConceptScore W2895934315C129844170 @default.
• W2895934315 hasConceptScore W2895934315C154945302 @default.
• W2895934315 hasConceptScore W2895934315C158693339 @default.
• W2895934315 hasConceptScore W2895934315C162324750 @default.
• W2895934315 hasConceptScore W2895934315C176217482 @default.
• W2895934315 hasConceptScore W2895934315C21547014 @default.
• W2895934315 hasConceptScore W2895934315C2524010 @default.
• W2895934315 hasConceptScore W2895934315C29406490 @default.
• W2895934315 hasConceptScore W2895934315C33923547 @default.
• W2895934315 hasConceptScore W2895934315C37736160 @default.
• W2895934315 hasConceptScore W2895934315C41008148 @default.
• W2895934315 hasConceptScore W2895934315C50644808 @default.
• W2895934315 hasConceptScore W2895934315C62520636 @default.
• W2895934315 hasLocation W28959343151 @default.
• W2895934315 hasOpenAccess W2895934315 @default.
• W2895934315 hasPrimaryLocation W28959343151 @default.
• W2895934315 hasRelatedWork W1967000494 @default.
• W2895934315 hasRelatedWork W1982496263 @default.
• W2895934315 hasRelatedWork W2031094851 @default.
• W2895934315 hasRelatedWork W2044927803 @default.
• W2895934315 hasRelatedWork W2903917280 @default.
• W2895934315 hasRelatedWork W2980092132 @default.
• W2895934315 hasRelatedWork W3024390022 @default.
• W2895934315 hasRelatedWork W4229335043 @default.
• W2895934315 hasRelatedWork W4290994993 @default.
• W2895934315 hasRelatedWork W4312306468 @default.
• W2895934315 isParatext "false" @default.
• W2895934315 isRetracted "false" @default.

• next