Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381245762> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W4381245762 abstract "Achieving high accuracy, while maintaining good energy efficiency, in analog DNN accelerators is challenging as high-precision data converters are expensive. In this paper, we overcome this challenge by using the residue number system (RNS) to compose high-precision operations from multiple low-precision operations. This enables us to eliminate the information loss caused by the limited precision of the ADCs. Our study shows that RNS can achieve 99% FP32 accuracy for state-of-the-art DNN inference using data converters with only $6$-bit precision. We propose using redundant RNS to achieve a fault-tolerant analog accelerator. In addition, we show that RNS can reduce the energy consumption of the data converters within an analog accelerator by several orders of magnitude compared to a regular fixed-point approach." @default.
- W4381245762 created "2023-06-20" @default.
- W4381245762 creator A5000635267 @default.
- W4381245762 creator A5024975994 @default.
- W4381245762 creator A5028936264 @default.
- W4381245762 creator A5080386725 @default.
- W4381245762 creator A5089428659 @default.
- W4381245762 date "2023-06-15" @default.
- W4381245762 modified "2023-09-23" @default.
- W4381245762 title "Leveraging Residue Number System for Designing High-Precision Analog Deep Neural Network Accelerators" @default.
- W4381245762 doi "https://doi.org/10.48550/arxiv.2306.09481" @default.
- W4381245762 hasPublicationYear "2023" @default.
- W4381245762 type Work @default.
- W4381245762 citedByCount "0" @default.
- W4381245762 crossrefType "posted-content" @default.
- W4381245762 hasAuthorship W4381245762A5000635267 @default.
- W4381245762 hasAuthorship W4381245762A5024975994 @default.
- W4381245762 hasAuthorship W4381245762A5028936264 @default.
- W4381245762 hasAuthorship W4381245762A5080386725 @default.
- W4381245762 hasAuthorship W4381245762A5089428659 @default.
- W4381245762 hasBestOaLocation W43812457621 @default.
- W4381245762 hasConcept C113775141 @default.
- W4381245762 hasConcept C119599485 @default.
- W4381245762 hasConcept C127413603 @default.
- W4381245762 hasConcept C154945302 @default.
- W4381245762 hasConcept C165801399 @default.
- W4381245762 hasConcept C24326235 @default.
- W4381245762 hasConcept C2776214188 @default.
- W4381245762 hasConcept C2778422915 @default.
- W4381245762 hasConcept C41008148 @default.
- W4381245762 hasConcept C9390403 @default.
- W4381245762 hasConceptScore W4381245762C113775141 @default.
- W4381245762 hasConceptScore W4381245762C119599485 @default.
- W4381245762 hasConceptScore W4381245762C127413603 @default.
- W4381245762 hasConceptScore W4381245762C154945302 @default.
- W4381245762 hasConceptScore W4381245762C165801399 @default.
- W4381245762 hasConceptScore W4381245762C24326235 @default.
- W4381245762 hasConceptScore W4381245762C2776214188 @default.
- W4381245762 hasConceptScore W4381245762C2778422915 @default.
- W4381245762 hasConceptScore W4381245762C41008148 @default.
- W4381245762 hasConceptScore W4381245762C9390403 @default.
- W4381245762 hasLocation W43812457621 @default.
- W4381245762 hasOpenAccess W4381245762 @default.
- W4381245762 hasPrimaryLocation W43812457621 @default.
- W4381245762 hasRelatedWork W1503034809 @default.
- W4381245762 hasRelatedWork W1986220761 @default.
- W4381245762 hasRelatedWork W202916971 @default.
- W4381245762 hasRelatedWork W2074272557 @default.
- W4381245762 hasRelatedWork W2211820962 @default.
- W4381245762 hasRelatedWork W2340870620 @default.
- W4381245762 hasRelatedWork W2367950322 @default.
- W4381245762 hasRelatedWork W2905292968 @default.
- W4381245762 hasRelatedWork W3136652852 @default.
- W4381245762 hasRelatedWork W86463150 @default.
- W4381245762 isParatext "false" @default.
- W4381245762 isRetracted "false" @default.
- W4381245762 workType "article" @default.