FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3094480364> ?p ?o ?g. }

• W3094480364 abstract "It is now widely known that by adversarial attacks, clean images with invisible perturbations can fool deep neural networks. To defend adversarial attacks, we design a block containing multiple paths to learn robust features and the parameters of these paths are required to be orthogonal with each other. The so-called Orthogonal Multi-Path (OMP) block could be posed in any layer of a neural network. Via forward learning and backward correction, one OMP block makes the neural networks learn features that are appropriate for all the paths and hence are expected to be robust. With careful design and thorough experiments on e.g., the positions of imposing orthogonality constraint, and the trade-off between the variety and accuracy, the robustness of the neural networks is significantly improved. For example, under white-box PGD attack with l∞ bound 8/255 (this is a fierce attack that can make the accuracy of many vanilla neural networks drop to nearly 10% on CIFAR10), VGG16 with the proposed OMP block could keep over 50% accuracy. For black-box attacks, neural networks equipped with an OMP block have accuracy over 80%. The performance under both white-box and black-box attacks is much better than the existing state-of-the-art adversarial defenders." @default.
• W3094480364 created "2020-10-29" @default.
• W3094480364 creator A5026169938 @default.
• W3094480364 creator A5027907279 @default.
• W3094480364 creator A5032631290 @default.
• W3094480364 creator A5043103794 @default.
• W3094480364 creator A5068383847 @default.
• W3094480364 date "2021-05-04" @default.
• W3094480364 modified "2023-09-26" @default.
• W3094480364 title "Learn Robust Features via Orthogonal Multi-Path" @default.
• W3094480364 cites W2060094367 @default.
• W3094480364 cites W2194775991 @default.
• W3094480364 cites W2243397390 @default.
• W3094480364 cites W2335728318 @default.
• W3094480364 cites W2552767274 @default.
• W3094480364 cites W2773300778 @default.
• W3094480364 cites W2787708942 @default.
• W3094480364 cites W2895033754 @default.
• W3094480364 cites W2931476954 @default.
• W3094480364 cites W2949362401 @default.
• W3094480364 cites W2950468330 @default.
• W3094480364 cites W2950864148 @default.
• W3094480364 cites W2951972811 @default.
• W3094480364 cites W2962835968 @default.
• W3094480364 cites W2963103976 @default.
• W3094480364 cites W2963207607 @default.
• W3094480364 cites W2963431851 @default.
• W3094480364 cites W2963744840 @default.
• W3094480364 cites W2963857521 @default.
• W3094480364 cites W2963920068 @default.
• W3094480364 cites W2964153729 @default.
• W3094480364 cites W2970317235 @default.
• W3094480364 cites W3000127803 @default.
• W3094480364 cites W3007305010 @default.
• W3094480364 cites W3009542902 @default.
• W3094480364 cites W3020753548 @default.
• W3094480364 cites W3034222740 @default.
• W3094480364 cites W3034802054 @default.
• W3094480364 cites W3035084548 @default.
• W3094480364 cites W3035345420 @default.
• W3094480364 cites W3103557498 @default.
• W3094480364 cites W3112272555 @default.
• W3094480364 cites W3118608800 @default.
• W3094480364 hasPublicationYear "2021" @default.
• W3094480364 type Work @default.
• W3094480364 sameAs 3094480364 @default.
• W3094480364 citedByCount "0" @default.
• W3094480364 crossrefType "journal-article" @default.
• W3094480364 hasAuthorship W3094480364A5026169938 @default.
• W3094480364 hasAuthorship W3094480364A5027907279 @default.
• W3094480364 hasAuthorship W3094480364A5032631290 @default.
• W3094480364 hasAuthorship W3094480364A5043103794 @default.
• W3094480364 hasAuthorship W3094480364A5068383847 @default.
• W3094480364 hasConcept C104317684 @default.
• W3094480364 hasConcept C108583219 @default.
• W3094480364 hasConcept C11413529 @default.
• W3094480364 hasConcept C153180895 @default.
• W3094480364 hasConcept C154945302 @default.
• W3094480364 hasConcept C17137986 @default.
• W3094480364 hasConcept C185592680 @default.
• W3094480364 hasConcept C2524010 @default.
• W3094480364 hasConcept C2777210771 @default.
• W3094480364 hasConcept C2777735758 @default.
• W3094480364 hasConcept C2984842247 @default.
• W3094480364 hasConcept C31258907 @default.
• W3094480364 hasConcept C33923547 @default.
• W3094480364 hasConcept C37736160 @default.
• W3094480364 hasConcept C41008148 @default.
• W3094480364 hasConcept C50644808 @default.
• W3094480364 hasConcept C55493867 @default.
• W3094480364 hasConcept C63479239 @default.
• W3094480364 hasConceptScore W3094480364C104317684 @default.
• W3094480364 hasConceptScore W3094480364C108583219 @default.
• W3094480364 hasConceptScore W3094480364C11413529 @default.
• W3094480364 hasConceptScore W3094480364C153180895 @default.
• W3094480364 hasConceptScore W3094480364C154945302 @default.
• W3094480364 hasConceptScore W3094480364C17137986 @default.
• W3094480364 hasConceptScore W3094480364C185592680 @default.
• W3094480364 hasConceptScore W3094480364C2524010 @default.
• W3094480364 hasConceptScore W3094480364C2777210771 @default.
• W3094480364 hasConceptScore W3094480364C2777735758 @default.
• W3094480364 hasConceptScore W3094480364C2984842247 @default.
• W3094480364 hasConceptScore W3094480364C31258907 @default.
• W3094480364 hasConceptScore W3094480364C33923547 @default.
• W3094480364 hasConceptScore W3094480364C37736160 @default.
• W3094480364 hasConceptScore W3094480364C41008148 @default.
• W3094480364 hasConceptScore W3094480364C50644808 @default.
• W3094480364 hasConceptScore W3094480364C55493867 @default.
• W3094480364 hasConceptScore W3094480364C63479239 @default.
• W3094480364 hasOpenAccess W3094480364 @default.
• W3094480364 hasRelatedWork W1883420340 @default.
• W3094480364 hasRelatedWork W2900663597 @default.
• W3094480364 hasRelatedWork W2914520039 @default.
• W3094480364 hasRelatedWork W2952666634 @default.
• W3094480364 hasRelatedWork W2956085480 @default.
• W3094480364 hasRelatedWork W2962710014 @default.
• W3094480364 hasRelatedWork W3016549807 @default.
• W3094480364 hasRelatedWork W3041782238 @default.
• W3094480364 hasRelatedWork W3088518507 @default.
• W3094480364 hasRelatedWork W3090800462 @default.

• next