Matches in SemOpenAlex for { <https://semopenalex.org/work/W3130187946> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W3130187946 abstract "Recurrent transducer models have emerged as a promising solution for speech recognition on the current and next generation smart devices. The transducer models provide competitive accuracy within a reasonable memory footprint alleviating the memory capacity constraints in these devices. However, these models access parameters from off-chip memory for every input time step which adversely effects device battery life and limits their usability on low-power devices. We address transducer model's memory access concerns by optimizing their model architecture and designing novel recurrent cell designs. We demonstrate that i) model's energy cost is dominated by accessing model weights from off-chip memory, ii) transducer model architecture is pivotal in determining the number of accesses to off-chip memory and just model size is not a good proxy, iii) our transducer model optimizations and novel recurrent cell reduces off-chip memory accesses by 4.5x and model size by 2x with minimal accuracy impact." @default.
- W3130187946 created "2021-03-01" @default.
- W3130187946 creator A5016704219 @default.
- W3130187946 creator A5041313589 @default.
- W3130187946 creator A5047073253 @default.
- W3130187946 creator A5047358828 @default.
- W3130187946 creator A5068336385 @default.
- W3130187946 creator A5074237839 @default.
- W3130187946 creator A5076275461 @default.
- W3130187946 date "2021-02-23" @default.
- W3130187946 modified "2023-10-01" @default.
- W3130187946 title "Memory-efficient Speech Recognition on Smart Devices" @default.
- W3130187946 cites W1494198834 @default.
- W3130187946 cites W1689711448 @default.
- W3130187946 cites W1828163288 @default.
- W3130187946 cites W1855892484 @default.
- W3130187946 cites W1999085092 @default.
- W3130187946 cites W2064675550 @default.
- W3130187946 cites W2120309221 @default.
- W3130187946 cites W2293829681 @default.
- W3130187946 cites W2572403989 @default.
- W3130187946 cites W2604319603 @default.
- W3130187946 cites W2751185861 @default.
- W3130187946 cites W2962760690 @default.
- W3130187946 cites W2975044525 @default.
- W3130187946 cites W2996159613 @default.
- W3130187946 cites W3007227084 @default.
- W3130187946 cites W3037932933 @default.
- W3130187946 hasPublicationYear "2021" @default.
- W3130187946 type Work @default.
- W3130187946 sameAs 3130187946 @default.
- W3130187946 citedByCount "0" @default.
- W3130187946 crossrefType "posted-content" @default.
- W3130187946 hasAuthorship W3130187946A5016704219 @default.
- W3130187946 hasAuthorship W3130187946A5041313589 @default.
- W3130187946 hasAuthorship W3130187946A5047073253 @default.
- W3130187946 hasAuthorship W3130187946A5047358828 @default.
- W3130187946 hasAuthorship W3130187946A5068336385 @default.
- W3130187946 hasAuthorship W3130187946A5074237839 @default.
- W3130187946 hasAuthorship W3130187946A5076275461 @default.
- W3130187946 hasConcept C111919701 @default.
- W3130187946 hasConcept C119599485 @default.
- W3130187946 hasConcept C127413603 @default.
- W3130187946 hasConcept C149635348 @default.
- W3130187946 hasConcept C165005293 @default.
- W3130187946 hasConcept C2779602883 @default.
- W3130187946 hasConcept C41008148 @default.
- W3130187946 hasConcept C56318395 @default.
- W3130187946 hasConcept C74912251 @default.
- W3130187946 hasConcept C76155785 @default.
- W3130187946 hasConcept C9390403 @default.
- W3130187946 hasConcept C98986596 @default.
- W3130187946 hasConceptScore W3130187946C111919701 @default.
- W3130187946 hasConceptScore W3130187946C119599485 @default.
- W3130187946 hasConceptScore W3130187946C127413603 @default.
- W3130187946 hasConceptScore W3130187946C149635348 @default.
- W3130187946 hasConceptScore W3130187946C165005293 @default.
- W3130187946 hasConceptScore W3130187946C2779602883 @default.
- W3130187946 hasConceptScore W3130187946C41008148 @default.
- W3130187946 hasConceptScore W3130187946C56318395 @default.
- W3130187946 hasConceptScore W3130187946C74912251 @default.
- W3130187946 hasConceptScore W3130187946C76155785 @default.
- W3130187946 hasConceptScore W3130187946C9390403 @default.
- W3130187946 hasConceptScore W3130187946C98986596 @default.
- W3130187946 hasLocation W31301879461 @default.
- W3130187946 hasOpenAccess W3130187946 @default.
- W3130187946 hasPrimaryLocation W31301879461 @default.
- W3130187946 hasRelatedWork W1534731610 @default.
- W3130187946 hasRelatedWork W1575240748 @default.
- W3130187946 hasRelatedWork W1975901677 @default.
- W3130187946 hasRelatedWork W1988592121 @default.
- W3130187946 hasRelatedWork W1992714819 @default.
- W3130187946 hasRelatedWork W2025864342 @default.
- W3130187946 hasRelatedWork W2071780990 @default.
- W3130187946 hasRelatedWork W2118547124 @default.
- W3130187946 hasRelatedWork W2119473230 @default.
- W3130187946 hasRelatedWork W2143823686 @default.
- W3130187946 hasRelatedWork W2164437215 @default.
- W3130187946 hasRelatedWork W2380522306 @default.
- W3130187946 hasRelatedWork W2612798083 @default.
- W3130187946 hasRelatedWork W2793715594 @default.
- W3130187946 hasRelatedWork W2885040162 @default.
- W3130187946 hasRelatedWork W2911341978 @default.
- W3130187946 hasRelatedWork W3042901465 @default.
- W3130187946 hasRelatedWork W3091610286 @default.
- W3130187946 hasRelatedWork W3195195672 @default.
- W3130187946 hasRelatedWork W49493134 @default.
- W3130187946 isParatext "false" @default.
- W3130187946 isRetracted "false" @default.
- W3130187946 magId "3130187946" @default.
- W3130187946 workType "article" @default.