Matches in SemOpenAlex for { <https://semopenalex.org/work/W2735289987> ?p ?o ?g. }
- W2735289987 abstract "In recent years, multiple neuromorphic architectures have been designed to execute cognitive applications that deal with image and speech analysis. These architectures have followed one of two approaches. One class of architectures is based on machine learning with artificial neural networks. A second class is focused on emulating biology with spiking neuron models, in an attempt to eventually approach the brain's accuracy and energy efficiency. A prominent example of the second class is IBM's TrueNorth processor that can execute large spiking networks on a low-power tiled architecture, and achieve high accuracy on a variety of tasks. However, as we show in this work, there are many inefficiencies in the TrueNorth design. We propose a new architecture, INXS, for spiking neural networks that improves upon the computational efficiency and energy efficiency of the TrueNorth design by 3,129× and 10× respectively. The architecture uses memristor crossbars to compute the effects of input spikes on several neurons in parallel. Digital units are then used to update neuron state. We show that the parallelism offered by crossbars is critical in achieving high throughput and energy efficiency." @default.
- W2735289987 created "2017-07-21" @default.
- W2735289987 creator A5067008084 @default.
- W2735289987 creator A5086620434 @default.
- W2735289987 creator A5087056095 @default.
- W2735289987 date "2017-05-01" @default.
- W2735289987 modified "2023-10-16" @default.
- W2735289987 title "INXS: Bridging the throughput and energy gap for spiking neural networks" @default.
- W2735289987 cites W1604973310 @default.
- W2735289987 cites W1645800954 @default.
- W2735289987 cites W1964471912 @default.
- W2735289987 cites W1967491101 @default.
- W2735289987 cites W1981509416 @default.
- W2735289987 cites W1985940938 @default.
- W2735289987 cites W1995341919 @default.
- W2735289987 cites W2005875039 @default.
- W2735289987 cites W2009839417 @default.
- W2735289987 cites W2020676607 @default.
- W2735289987 cites W2048266589 @default.
- W2735289987 cites W2067323599 @default.
- W2735289987 cites W2082690044 @default.
- W2735289987 cites W2097446068 @default.
- W2735289987 cites W2114967216 @default.
- W2735289987 cites W2121458485 @default.
- W2735289987 cites W2130360162 @default.
- W2735289987 cites W2131763976 @default.
- W2735289987 cites W2138913040 @default.
- W2735289987 cites W2141125852 @default.
- W2735289987 cites W2152839228 @default.
- W2735289987 cites W2155589054 @default.
- W2735289987 cites W2237922334 @default.
- W2735289987 cites W2556583623 @default.
- W2735289987 cites W4236302577 @default.
- W2735289987 cites W4251155475 @default.
- W2735289987 doi "https://doi.org/10.1109/ijcnn.2017.7966154" @default.
- W2735289987 hasPublicationYear "2017" @default.
- W2735289987 type Work @default.
- W2735289987 sameAs 2735289987 @default.
- W2735289987 citedByCount "15" @default.
- W2735289987 countsByYear W27352899872018 @default.
- W2735289987 countsByYear W27352899872019 @default.
- W2735289987 countsByYear W27352899872020 @default.
- W2735289987 countsByYear W27352899872021 @default.
- W2735289987 countsByYear W27352899872022 @default.
- W2735289987 countsByYear W27352899872023 @default.
- W2735289987 crossrefType "proceedings-article" @default.
- W2735289987 hasAuthorship W2735289987A5067008084 @default.
- W2735289987 hasAuthorship W2735289987A5086620434 @default.
- W2735289987 hasAuthorship W2735289987A5087056095 @default.
- W2735289987 hasConcept C113775141 @default.
- W2735289987 hasConcept C11731999 @default.
- W2735289987 hasConcept C118524514 @default.
- W2735289987 hasConcept C119599485 @default.
- W2735289987 hasConcept C127413603 @default.
- W2735289987 hasConcept C136197465 @default.
- W2735289987 hasConcept C150072547 @default.
- W2735289987 hasConcept C151927369 @default.
- W2735289987 hasConcept C154945302 @default.
- W2735289987 hasConcept C157764524 @default.
- W2735289987 hasConcept C171250308 @default.
- W2735289987 hasConcept C173608175 @default.
- W2735289987 hasConcept C174348530 @default.
- W2735289987 hasConcept C192562407 @default.
- W2735289987 hasConcept C24326235 @default.
- W2735289987 hasConcept C2742236 @default.
- W2735289987 hasConcept C2777212361 @default.
- W2735289987 hasConcept C31258907 @default.
- W2735289987 hasConcept C41008148 @default.
- W2735289987 hasConcept C50644808 @default.
- W2735289987 hasConcept C555944384 @default.
- W2735289987 hasConcept C70388272 @default.
- W2735289987 hasConcept C76155785 @default.
- W2735289987 hasConceptScore W2735289987C113775141 @default.
- W2735289987 hasConceptScore W2735289987C11731999 @default.
- W2735289987 hasConceptScore W2735289987C118524514 @default.
- W2735289987 hasConceptScore W2735289987C119599485 @default.
- W2735289987 hasConceptScore W2735289987C127413603 @default.
- W2735289987 hasConceptScore W2735289987C136197465 @default.
- W2735289987 hasConceptScore W2735289987C150072547 @default.
- W2735289987 hasConceptScore W2735289987C151927369 @default.
- W2735289987 hasConceptScore W2735289987C154945302 @default.
- W2735289987 hasConceptScore W2735289987C157764524 @default.
- W2735289987 hasConceptScore W2735289987C171250308 @default.
- W2735289987 hasConceptScore W2735289987C173608175 @default.
- W2735289987 hasConceptScore W2735289987C174348530 @default.
- W2735289987 hasConceptScore W2735289987C192562407 @default.
- W2735289987 hasConceptScore W2735289987C24326235 @default.
- W2735289987 hasConceptScore W2735289987C2742236 @default.
- W2735289987 hasConceptScore W2735289987C2777212361 @default.
- W2735289987 hasConceptScore W2735289987C31258907 @default.
- W2735289987 hasConceptScore W2735289987C41008148 @default.
- W2735289987 hasConceptScore W2735289987C50644808 @default.
- W2735289987 hasConceptScore W2735289987C555944384 @default.
- W2735289987 hasConceptScore W2735289987C70388272 @default.
- W2735289987 hasConceptScore W2735289987C76155785 @default.
- W2735289987 hasLocation W27352899871 @default.
- W2735289987 hasOpenAccess W2735289987 @default.
- W2735289987 hasPrimaryLocation W27352899871 @default.
- W2735289987 hasRelatedWork W1940420793 @default.
- W2735289987 hasRelatedWork W1995352804 @default.