Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287660985> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4287660985 abstract "Neuromorphic architectures built with Non-Volatile Memory (NVM) can significantly improve the energy efficiency of machine learning tasks designed with Spiking Neural Networks (SNNs). A major source of voltage drop in a crossbar of these architectures are the parasitic components on the crossbar's bitlines and wordlines, which are deliberately made longer to achieve lower cost-per-bit. We observe that the parasitic voltage drops create a significant asymmetry in programming speed and reliability of NVM cells in a crossbar. Specifically, NVM cells that are on shorter current paths are faster to program but have lower endurance than those on longer current paths, and vice versa. This asymmetry in neuromorphic architectures create reliability-performance trade-offs, which can be exploited efficiently using SNN mapping techniques. In this work, we demonstrate such trade-offs using a previously-proposed SNN mapping technique with 10 workloads from contemporary machine learning tasks for a state-of-the art neuromoorphic hardware." @default.
- W4287660985 created "2022-07-25" @default.
- W4287660985 creator A5007990215 @default.
- W4287660985 creator A5042355677 @default.
- W4287660985 date "2020-09-26" @default.
- W4287660985 modified "2023-09-27" @default.
- W4287660985 title "Reliability-Performance Trade-offs in Neuromorphic Computing" @default.
- W4287660985 doi "https://doi.org/10.48550/arxiv.2009.12672" @default.
- W4287660985 hasPublicationYear "2020" @default.
- W4287660985 type Work @default.
- W4287660985 citedByCount "0" @default.
- W4287660985 crossrefType "posted-content" @default.
- W4287660985 hasAuthorship W4287660985A5007990215 @default.
- W4287660985 hasAuthorship W4287660985A5042355677 @default.
- W4287660985 hasBestOaLocation W42876609851 @default.
- W4287660985 hasConcept C11731999 @default.
- W4287660985 hasConcept C118524514 @default.
- W4287660985 hasConcept C119599485 @default.
- W4287660985 hasConcept C121332964 @default.
- W4287660985 hasConcept C127413603 @default.
- W4287660985 hasConcept C149635348 @default.
- W4287660985 hasConcept C151927369 @default.
- W4287660985 hasConcept C154945302 @default.
- W4287660985 hasConcept C163258240 @default.
- W4287660985 hasConcept C21547014 @default.
- W4287660985 hasConcept C2742236 @default.
- W4287660985 hasConcept C2778915421 @default.
- W4287660985 hasConcept C29984679 @default.
- W4287660985 hasConcept C41008148 @default.
- W4287660985 hasConcept C43214815 @default.
- W4287660985 hasConcept C50644808 @default.
- W4287660985 hasConcept C62520636 @default.
- W4287660985 hasConcept C76155785 @default.
- W4287660985 hasConceptScore W4287660985C11731999 @default.
- W4287660985 hasConceptScore W4287660985C118524514 @default.
- W4287660985 hasConceptScore W4287660985C119599485 @default.
- W4287660985 hasConceptScore W4287660985C121332964 @default.
- W4287660985 hasConceptScore W4287660985C127413603 @default.
- W4287660985 hasConceptScore W4287660985C149635348 @default.
- W4287660985 hasConceptScore W4287660985C151927369 @default.
- W4287660985 hasConceptScore W4287660985C154945302 @default.
- W4287660985 hasConceptScore W4287660985C163258240 @default.
- W4287660985 hasConceptScore W4287660985C21547014 @default.
- W4287660985 hasConceptScore W4287660985C2742236 @default.
- W4287660985 hasConceptScore W4287660985C2778915421 @default.
- W4287660985 hasConceptScore W4287660985C29984679 @default.
- W4287660985 hasConceptScore W4287660985C41008148 @default.
- W4287660985 hasConceptScore W4287660985C43214815 @default.
- W4287660985 hasConceptScore W4287660985C50644808 @default.
- W4287660985 hasConceptScore W4287660985C62520636 @default.
- W4287660985 hasConceptScore W4287660985C76155785 @default.
- W4287660985 hasLocation W42876609851 @default.
- W4287660985 hasOpenAccess W4287660985 @default.
- W4287660985 hasPrimaryLocation W42876609851 @default.
- W4287660985 hasRelatedWork W2616898560 @default.
- W4287660985 hasRelatedWork W2620982695 @default.
- W4287660985 hasRelatedWork W2807081766 @default.
- W4287660985 hasRelatedWork W2950514207 @default.
- W4287660985 hasRelatedWork W2954378401 @default.
- W4287660985 hasRelatedWork W2974374491 @default.
- W4287660985 hasRelatedWork W2978794388 @default.
- W4287660985 hasRelatedWork W3092023946 @default.
- W4287660985 hasRelatedWork W3122825408 @default.
- W4287660985 hasRelatedWork W4297347504 @default.
- W4287660985 isParatext "false" @default.
- W4287660985 isRetracted "false" @default.
- W4287660985 workType "article" @default.