DC Field | Value | Language |
---|---|---|
dc.contributor.author | Han, Donghyeon | ko |
dc.contributor.author | Im, Dongseok | ko |
dc.contributor.author | Park, Gwangtae | ko |
dc.contributor.author | Kim, Youngwoo | ko |
dc.contributor.author | Song, Seokchan | ko |
dc.contributor.author | Lee, Juhyoung | ko |
dc.contributor.author | Yoo, Hoi-Jun | ko |
dc.date.accessioned | 2021-10-29T00:50:12Z | - |
dc.date.available | 2021-10-29T00:50:12Z | - |
dc.date.created | 2021-10-27 | - |
dc.date.issued | 2021-04 | - |
dc.identifier.citation | IEEE Symposium on Low-Power and High-Speed Chips (IEEE COOL CHIPS) | - |
dc.identifier.issn | 2473-4683 | - |
dc.identifier.uri | http://hdl.handle.net/10203/288426 | - |
dc.description.abstract | This paper presents an energy-efficient deep neural network (DNN) training processor through the four key features: 1) Layer-wise Adaptive bit-Precision Scaling (LAPS) with 2) In-Out Slice Skipping (IOSS) core, 3) double-buffered Reconfigurable Accumulation Network (RAN), 4) momentum-ADAM unified OPTimizer Core (OPTC). Thanks to the bit-slice-level scalability and zero-slice skipping, it shows 5.9 x higher energy-efficiency compared with the state-of-the-art on-chip-learning processor (OCLPs). | - |
dc.language | English | - |
dc.publisher | IEEE COMPUTER SOC | - |
dc.title | An Energy-efficient Deep Neural Network Training Processor with Bit-slice-level Reconfigurability and Sparsity Exploitation | - |
dc.type | Conference | - |
dc.identifier.wosid | 000672562100006 | - |
dc.identifier.scopusid | 2-s2.0-85105459713 | - |
dc.type.rims | CONF | - |
dc.citation.publicationname | IEEE Symposium on Low-Power and High-Speed Chips (IEEE COOL CHIPS) | - |
dc.identifier.conferencecountry | JA | - |
dc.identifier.conferencelocation | Tokyo | - |
dc.identifier.doi | 10.1109/COOLCHIPS52128.2021.9410324 | - |
dc.contributor.localauthor | Yoo, Hoi-Jun | - |
dc.contributor.nonIdAuthor | Han, Donghyeon | - |
dc.contributor.nonIdAuthor | Im, Dongseok | - |
dc.contributor.nonIdAuthor | Park, Gwangtae | - |
dc.contributor.nonIdAuthor | Kim, Youngwoo | - |
dc.contributor.nonIdAuthor | Song, Seokchan | - |
dc.contributor.nonIdAuthor | Lee, Juhyoung | - |
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