DC Field | Value | Language |
---|---|---|
dc.contributor.author | Heo, Jaehoon | ko |
dc.contributor.author | Kim, Junsoo | ko |
dc.contributor.author | Han, Wontak | ko |
dc.contributor.author | Lim, Sukbin | ko |
dc.contributor.author | Kim, Joo-Young | ko |
dc.date.accessioned | 2022-11-16T06:01:07Z | - |
dc.date.available | 2022-11-16T06:01:07Z | - |
dc.date.created | 2022-09-27 | - |
dc.date.issued | 2022-04 | - |
dc.identifier.citation | 43rd Annual IEEE Custom Integrated Circuits Conference, CICC 2022 | - |
dc.identifier.issn | 0886-5930 | - |
dc.identifier.uri | http://hdl.handle.net/10203/299749 | - |
dc.description.abstract | As the number of edge devices grows to tens of billions, the importance of intelligent computing has been shifted from cloud datacenters to edge devices. On-device training, which enables the personalization of a machine learning (ML) model for each user, is crucial in the success of edge intelligence. However, battery-powered edge devices cannot afford huge computations and memory accesses involved in the training. Processing-in-Memory (PIM) is a promising technology to overcome the memory bandwidth and energy problem by combining processing logic into the memory. Many PIM chips [1]-[5] have accelerated ML inference using analog or digital-based logic with sparsity handling. Two-way transpose PIM [6] supports backpropagation, but it lacks gradient calculation and weight update, required for end-to-end ML training. © 2022 IEEE. | - |
dc.language | English | - |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | - |
dc.title | T-PIM: A 2.21-to-161.08TOPS/W Processing-In-Memory Accelerator for End-to-End On-Device Training | - |
dc.type | Conference | - |
dc.identifier.scopusid | 2-s2.0-85130688979 | - |
dc.type.rims | CONF | - |
dc.citation.publicationname | 43rd Annual IEEE Custom Integrated Circuits Conference, CICC 2022 | - |
dc.identifier.conferencecountry | US | - |
dc.identifier.conferencelocation | Newport Beach | - |
dc.identifier.doi | 10.1109/CICC53496.2022.9772808 | - |
dc.contributor.localauthor | Kim, Joo-Young | - |
dc.contributor.nonIdAuthor | Heo, Jaehoon | - |
dc.contributor.nonIdAuthor | Kim, Junsoo | - |
dc.contributor.nonIdAuthor | Han, Wontak | - |
dc.contributor.nonIdAuthor | Lim, Sukbin | - |
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