FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2901770857> ?p ?o ?g. }

• W2901770857 abstract "One viable solution for continuous reduction in energy-per-operation is to rethink functionality to cope with uncertainty by adopting computational approaches that are inherently robust to uncertainty. It requires a novel look at data representations, associated operations, and circuits, and at materials and substrates that enable them. 3D integrated nanotechnologies combined with novel brain-inspired computational paradigms that support fast learning and fault tolerance could lead the way. Recognizing the very size of the brain's circuits, hyperdimensional (HD) computing can model neural activity patterns with points in a HD space, that is, with hypervectors as large randomly generated patterns. At its very core, HD computing is about manipulating and comparing these patterns inside memory. Emerging nanotechnologies such as carbon nanotube field effect transistors (CNFETs) and resistive RAM (RRAM), and their monolithic 3D integration offer opportunities for hardware implementations of HD computing through tight integration of logic and memory, energy-efficient computation, and unique device characteristics. We experimentally demonstrate and characterize an end-to-end HD computing nanosystem built using monolithic 3D integration of CNFETs and RRAM. With our nanosystem, we experimentally demonstrate classification of 21 languages with measured accuracy of up to 98% on >20,000 sentences (6.4 million characters), training using one text sample (~100,000 characters) per language, and resilient operation (98% accuracy) despite 78% hardware errors in HD representation (outputs stuck at 0 or 1). By exploiting the unique properties of the underlying nanotechnologies, we show that HD computing, when implemented with monolithic 3D integration, can be up to 420X more energy-efficient while using 25X less area compared to traditional silicon CMOS implementations." @default.
• W2901770857 created "2018-11-29" @default.
• W2901770857 creator A5009672380 @default.
• W2901770857 creator A5010513705 @default.
• W2901770857 creator A5036312663 @default.
• W2901770857 creator A5050167359 @default.
• W2901770857 creator A5059975258 @default.
• W2901770857 creator A5061843047 @default.
• W2901770857 creator A5088933304 @default.
• W2901770857 date "2018-11-23" @default.
• W2901770857 modified "2023-10-17" @default.
• W2901770857 title "Hyperdimensional Computing Nanosystem" @default.
• W2901770857 cites W1486990335 @default.
• W2901770857 cites W1549725729 @default.
• W2901770857 cites W1584739173 @default.
• W2901770857 cites W1983578042 @default.
• W2901770857 cites W1992764350 @default.
• W2901770857 cites W2002878591 @default.
• W2901770857 cites W2008264172 @default.
• W2901770857 cites W2037616057 @default.
• W2901770857 cites W2042588857 @default.
• W2901770857 cites W2054540129 @default.
• W2901770857 cites W205636095 @default.
• W2901770857 cites W2064989338 @default.
• W2901770857 cites W2070862086 @default.
• W2901770857 cites W2106963348 @default.
• W2901770857 cites W2157306293 @default.
• W2901770857 cites W2162828974 @default.
• W2901770857 cites W2166378623 @default.
• W2901770857 cites W2168402089 @default.
• W2901770857 cites W2178948334 @default.
• W2901770857 cites W2291951321 @default.
• W2901770857 cites W2320080161 @default.
• W2901770857 cites W2399611002 @default.
• W2901770857 cites W2405533440 @default.
• W2901770857 cites W2531011100 @default.
• W2901770857 cites W2554538030 @default.
• W2901770857 cites W2574149780 @default.
• W2901770857 cites W2580157614 @default.
• W2901770857 cites W2583857261 @default.
• W2901770857 cites W2598093572 @default.
• W2901770857 cites W2613567208 @default.
• W2901770857 cites W2623341950 @default.
• W2901770857 cites W2624514417 @default.
• W2901770857 cites W2626667124 @default.
• W2901770857 cites W2731422849 @default.
• W2901770857 cites W2736172195 @default.
• W2901770857 cites W2750066038 @default.
• W2901770857 cites W2775382360 @default.
• W2901770857 cites W2884065917 @default.
• W2901770857 cites W2895774650 @default.
• W2901770857 cites W2963363970 @default.
• W2901770857 hasPublicationYear "2018" @default.
• W2901770857 type Work @default.
• W2901770857 sameAs 2901770857 @default.
• W2901770857 citedByCount "0" @default.
• W2901770857 crossrefType "posted-content" @default.
• W2901770857 hasAuthorship W2901770857A5009672380 @default.
• W2901770857 hasAuthorship W2901770857A5010513705 @default.
• W2901770857 hasAuthorship W2901770857A5036312663 @default.
• W2901770857 hasAuthorship W2901770857A5050167359 @default.
• W2901770857 hasAuthorship W2901770857A5059975258 @default.
• W2901770857 hasAuthorship W2901770857A5061843047 @default.
• W2901770857 hasAuthorship W2901770857A5088933304 @default.
• W2901770857 hasConcept C111335779 @default.
• W2901770857 hasConcept C111919701 @default.
• W2901770857 hasConcept C113775141 @default.
• W2901770857 hasConcept C11413529 @default.
• W2901770857 hasConcept C118524514 @default.
• W2901770857 hasConcept C119599485 @default.
• W2901770857 hasConcept C120314980 @default.
• W2901770857 hasConcept C123593499 @default.
• W2901770857 hasConcept C127413603 @default.
• W2901770857 hasConcept C164120249 @default.
• W2901770857 hasConcept C165801399 @default.
• W2901770857 hasConcept C172385210 @default.
• W2901770857 hasConcept C173608175 @default.
• W2901770857 hasConcept C182019814 @default.
• W2901770857 hasConcept C194222762 @default.
• W2901770857 hasConcept C202444582 @default.
• W2901770857 hasConcept C23123220 @default.
• W2901770857 hasConcept C2524010 @default.
• W2901770857 hasConcept C31972630 @default.
• W2901770857 hasConcept C33923547 @default.
• W2901770857 hasConcept C41008148 @default.
• W2901770857 hasConcept C45374587 @default.
• W2901770857 hasConcept C459310 @default.
• W2901770857 hasConcept C530198007 @default.
• W2901770857 hasConcept C63540848 @default.
• W2901770857 hasConcept C6899612 @default.
• W2901770857 hasConcept C9652623 @default.
• W2901770857 hasConcept C97854310 @default.
• W2901770857 hasConceptScore W2901770857C111335779 @default.
• W2901770857 hasConceptScore W2901770857C111919701 @default.
• W2901770857 hasConceptScore W2901770857C113775141 @default.
• W2901770857 hasConceptScore W2901770857C11413529 @default.
• W2901770857 hasConceptScore W2901770857C118524514 @default.
• W2901770857 hasConceptScore W2901770857C119599485 @default.
• W2901770857 hasConceptScore W2901770857C120314980 @default.
• W2901770857 hasConceptScore W2901770857C123593499 @default.

• next