FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3007712033> ?p ?o ?g. }

• W3007712033 abstract "The vulnerabilities of deep neural networks against adversarial examples have become a significant concern for deploying these models in sensitive domains. Devising a definitive defense against such attacks is proven to be challenging, and the methods relying on detecting adversarial samples are only valid when the attacker is oblivious to the detection mechanism. In this paper we first present an adversarial example detection method that provides performance guarantee to norm constrained adversaries. The method is based on the idea of training adversarial robust subspace detectors using asymmetrical adversarial training (AAT). The novel AAT objective presents a minimax problem similar to that of GANs; it has the same convergence property, and consequently supports the learning of class conditional distributions. We first demonstrate that the minimax problem could be reasonably solved by PGD attack, and then use the learned class conditional generative models to define generative detection/classification models that are both robust and more interpretable. We provide comprehensive evaluations of the above methods, and demonstrate their competitive performances and compelling properties on adversarial detection and robust classification problems." @default.
• W3007712033 created "2020-03-06" @default.
• W3007712033 creator A5032837537 @default.
• W3007712033 creator A5041274548 @default.
• W3007712033 creator A5068682350 @default.
• W3007712033 date "2019-05-27" @default.
• W3007712033 modified "2023-09-27" @default.
• W3007712033 title "Adversarial Example Detection and Classification With Asymmetrical Adversarial Training" @default.
• W3007712033 cites W1522301498 @default.
• W3007712033 cites W1883420340 @default.
• W3007712033 cites W2180290696 @default.
• W3007712033 cites W2193413348 @default.
• W3007712033 cites W2194775991 @default.
• W3007712033 cites W2243397390 @default.
• W3007712033 cites W2460937040 @default.
• W3007712033 cites W2561975083 @default.
• W3007712033 cites W2590523583 @default.
• W3007712033 cites W2605631833 @default.
• W3007712033 cites W2607219512 @default.
• W3007712033 cites W2619479788 @default.
• W3007712033 cites W2626778328 @default.
• W3007712033 cites W2640329709 @default.
• W3007712033 cites W2747237166 @default.
• W3007712033 cites W2767075075 @default.
• W3007712033 cites W2783555701 @default.
• W3007712033 cites W2783692467 @default.
• W3007712033 cites W2785557471 @default.
• W3007712033 cites W2787708942 @default.
• W3007712033 cites W2788848944 @default.
• W3007712033 cites W2796004214 @default.
• W3007712033 cites W2890038638 @default.
• W3007712033 cites W2950106672 @default.
• W3007712033 cites W2950468330 @default.
• W3007712033 cites W2963207607 @default.
• W3007712033 cites W2963539306 @default.
• W3007712033 cites W2963695663 @default.
• W3007712033 cites W2963857521 @default.
• W3007712033 cites W2964153729 @default.
• W3007712033 cites W2964161785 @default.
• W3007712033 cites W3037225663 @default.
• W3007712033 hasPublicationYear "2019" @default.
• W3007712033 type Work @default.
• W3007712033 sameAs 3007712033 @default.
• W3007712033 citedByCount "3" @default.
• W3007712033 countsByYear W30077120332020 @default.
• W3007712033 countsByYear W30077120332021 @default.
• W3007712033 crossrefType "posted-content" @default.
• W3007712033 hasAuthorship W3007712033A5032837537 @default.
• W3007712033 hasAuthorship W3007712033A5041274548 @default.
• W3007712033 hasAuthorship W3007712033A5068682350 @default.
• W3007712033 hasConcept C119857082 @default.
• W3007712033 hasConcept C126255220 @default.
• W3007712033 hasConcept C149728462 @default.
• W3007712033 hasConcept C154945302 @default.
• W3007712033 hasConcept C162324750 @default.
• W3007712033 hasConcept C17744445 @default.
• W3007712033 hasConcept C191795146 @default.
• W3007712033 hasConcept C199539241 @default.
• W3007712033 hasConcept C2777212361 @default.
• W3007712033 hasConcept C2777303404 @default.
• W3007712033 hasConcept C32834561 @default.
• W3007712033 hasConcept C33923547 @default.
• W3007712033 hasConcept C37736160 @default.
• W3007712033 hasConcept C39890363 @default.
• W3007712033 hasConcept C41008148 @default.
• W3007712033 hasConcept C50522688 @default.
• W3007712033 hasConceptScore W3007712033C119857082 @default.
• W3007712033 hasConceptScore W3007712033C126255220 @default.
• W3007712033 hasConceptScore W3007712033C149728462 @default.
• W3007712033 hasConceptScore W3007712033C154945302 @default.
• W3007712033 hasConceptScore W3007712033C162324750 @default.
• W3007712033 hasConceptScore W3007712033C17744445 @default.
• W3007712033 hasConceptScore W3007712033C191795146 @default.
• W3007712033 hasConceptScore W3007712033C199539241 @default.
• W3007712033 hasConceptScore W3007712033C2777212361 @default.
• W3007712033 hasConceptScore W3007712033C2777303404 @default.
• W3007712033 hasConceptScore W3007712033C32834561 @default.
• W3007712033 hasConceptScore W3007712033C33923547 @default.
• W3007712033 hasConceptScore W3007712033C37736160 @default.
• W3007712033 hasConceptScore W3007712033C39890363 @default.
• W3007712033 hasConceptScore W3007712033C41008148 @default.
• W3007712033 hasConceptScore W3007712033C50522688 @default.
• W3007712033 hasLocation W30077120331 @default.
• W3007712033 hasOpenAccess W3007712033 @default.
• W3007712033 hasPrimaryLocation W30077120331 @default.
• W3007712033 hasRelatedWork W2752660961 @default.
• W3007712033 hasRelatedWork W2781758978 @default.
• W3007712033 hasRelatedWork W2804545960 @default.
• W3007712033 hasRelatedWork W2905582115 @default.
• W3007712033 hasRelatedWork W2912240430 @default.
• W3007712033 hasRelatedWork W2945593568 @default.
• W3007712033 hasRelatedWork W2950942529 @default.
• W3007712033 hasRelatedWork W2964238361 @default.
• W3007712033 hasRelatedWork W2982324875 @default.
• W3007712033 hasRelatedWork W2995645057 @default.
• W3007712033 hasRelatedWork W3008051686 @default.
• W3007712033 hasRelatedWork W3018911559 @default.
• W3007712033 hasRelatedWork W3024886890 @default.
• W3007712033 hasRelatedWork W3028525609 @default.
• W3007712033 hasRelatedWork W3039130562 @default.

• next