Matches in SemOpenAlex for { <https://semopenalex.org/work/W2940897377> ?p ?o ?g. }
Showing items 1 to 82 of
82
with 100 items per page.
- W2940897377 abstract "Although one of the main appeals of Stochastic Computation is that complicated arithmetic operations can be performed with incredibly simple circuitry, it suffers from high latency due to the required bit stream length and the area incurred from generating them. Using deterministic bit streams addresses the area problem to some degree, but latency is still an issue. One of the main contributors to this high latency is the fact that each operation is performed serially, and we argue that due to the uniform nature of deterministic stochastic representations this is not necessary. Using the multiply-accumulate (MAC) operation as the target application, our research addresses this latency issue by exploiting data-level parallelism: the bottleneck of a single arithmetic unit is broken by splitting into multiple “parallel datapaths”, effectively reducing overall latency by a factor of ⊥/z <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>N-1</sup> at the cost of area. We demonstrate how modifying the amount of parallelism can provide a means of trading off some of these performance gains with area reduction. Furthermore, we show that this design can deliver considerable performance and energy-saving benefits for an operation that has broad applications in Machine Learning: the inner-product. Finally, we will show that this drastic reduction in computation time through parallelization can pays dividends on energy consumption per operation, with the fully parallelized MAC circuit consuming nearly 4x less energy than its serial counterpart." @default.
- W2940897377 created "2019-05-03" @default.
- W2940897377 creator A5023928717 @default.
- W2940897377 creator A5068793627 @default.
- W2940897377 date "2019-03-01" @default.
- W2940897377 modified "2023-10-14" @default.
- W2940897377 title "Deterministic Stochastic Computation Using Parallel Datapaths" @default.
- W2940897377 cites W114517082 @default.
- W2940897377 cites W1993927936 @default.
- W2940897377 cites W2003056114 @default.
- W2940897377 cites W2020217519 @default.
- W2940897377 cites W2025295061 @default.
- W2940897377 cites W2098470668 @default.
- W2940897377 cites W2295519933 @default.
- W2940897377 cites W2533474659 @default.
- W2940897377 cites W2792740111 @default.
- W2940897377 cites W4232268270 @default.
- W2940897377 doi "https://doi.org/10.1109/isqed.2019.8697451" @default.
- W2940897377 hasPublicationYear "2019" @default.
- W2940897377 type Work @default.
- W2940897377 sameAs 2940897377 @default.
- W2940897377 citedByCount "2" @default.
- W2940897377 countsByYear W29408973772020 @default.
- W2940897377 countsByYear W29408973772023 @default.
- W2940897377 crossrefType "proceedings-article" @default.
- W2940897377 hasAuthorship W2940897377A5023928717 @default.
- W2940897377 hasAuthorship W2940897377A5068793627 @default.
- W2940897377 hasConcept C111335779 @default.
- W2940897377 hasConcept C11413529 @default.
- W2940897377 hasConcept C119599485 @default.
- W2940897377 hasConcept C127413603 @default.
- W2940897377 hasConcept C149635348 @default.
- W2940897377 hasConcept C173608175 @default.
- W2940897377 hasConcept C18903297 @default.
- W2940897377 hasConcept C2524010 @default.
- W2940897377 hasConcept C2742236 @default.
- W2940897377 hasConcept C2780165032 @default.
- W2940897377 hasConcept C2780513914 @default.
- W2940897377 hasConcept C2780971903 @default.
- W2940897377 hasConcept C33923547 @default.
- W2940897377 hasConcept C41008148 @default.
- W2940897377 hasConcept C45374587 @default.
- W2940897377 hasConcept C76155785 @default.
- W2940897377 hasConcept C82876162 @default.
- W2940897377 hasConcept C86803240 @default.
- W2940897377 hasConcept C94375191 @default.
- W2940897377 hasConceptScore W2940897377C111335779 @default.
- W2940897377 hasConceptScore W2940897377C11413529 @default.
- W2940897377 hasConceptScore W2940897377C119599485 @default.
- W2940897377 hasConceptScore W2940897377C127413603 @default.
- W2940897377 hasConceptScore W2940897377C149635348 @default.
- W2940897377 hasConceptScore W2940897377C173608175 @default.
- W2940897377 hasConceptScore W2940897377C18903297 @default.
- W2940897377 hasConceptScore W2940897377C2524010 @default.
- W2940897377 hasConceptScore W2940897377C2742236 @default.
- W2940897377 hasConceptScore W2940897377C2780165032 @default.
- W2940897377 hasConceptScore W2940897377C2780513914 @default.
- W2940897377 hasConceptScore W2940897377C2780971903 @default.
- W2940897377 hasConceptScore W2940897377C33923547 @default.
- W2940897377 hasConceptScore W2940897377C41008148 @default.
- W2940897377 hasConceptScore W2940897377C45374587 @default.
- W2940897377 hasConceptScore W2940897377C76155785 @default.
- W2940897377 hasConceptScore W2940897377C82876162 @default.
- W2940897377 hasConceptScore W2940897377C86803240 @default.
- W2940897377 hasConceptScore W2940897377C94375191 @default.
- W2940897377 hasLocation W29408973771 @default.
- W2940897377 hasOpenAccess W2940897377 @default.
- W2940897377 hasPrimaryLocation W29408973771 @default.
- W2940897377 hasRelatedWork W1472213334 @default.
- W2940897377 hasRelatedWork W1996757432 @default.
- W2940897377 hasRelatedWork W2100799217 @default.
- W2940897377 hasRelatedWork W2508721143 @default.
- W2940897377 hasRelatedWork W2606441867 @default.
- W2940897377 hasRelatedWork W2751427999 @default.
- W2940897377 hasRelatedWork W2940897377 @default.
- W2940897377 hasRelatedWork W3004237976 @default.
- W2940897377 hasRelatedWork W3033240352 @default.
- W2940897377 hasRelatedWork W3134760666 @default.
- W2940897377 isParatext "false" @default.
- W2940897377 isRetracted "false" @default.
- W2940897377 magId "2940897377" @default.
- W2940897377 workType "article" @default.