Architectural Trade-Off Analysis for Accelerating LSTM Network Using Radix-r OBC Scheme

This paper presents architectural trade-off analysis for accelerating two (Type I, II) fixed-point long short-term memory (LSTM) network based on circulant matrix-vector multiplications (MVMs) using radix-<inline-formula> <tex-math notation="LaTeX">r </tex-math></inlin...

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Bibliographic Details
Published in:	IEEE transactions on circuits and systems. I, Regular papers Vol. 70; no. 1; pp. 266 - 279
Main Authors:	Khan, Mohd Tasleem, Yantir, Hasan Erdem, Salama, Khaled Nabil, Eltawil, Ahmed M.
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.01.2023 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Architecture Binary codes Circulant matrices Clocks Computational modeling Computer architecture Logic gates long short-term memory (LSTM) Mathematical analysis Matrix algebra matrix-vector multiplication (MVM) offset binary coding (OBC) Random access memory recurrent neural network (RNN) Table lookup Throughput Time multiplexing Tradeoffs
ISSN:	1549-8328, 1558-0806
Online Access:	Get full text
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