Johnny Rhe

Department of Electrical and Computer Engineering, Sungkyunkwan Univ. (SKKU)

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Suwon, Republic of Korea

I am currently pursuing a combined M.S./Ph.D. degree in the Department of Electrical and Computer Engineering at Sungkyunkwan University. My research focuses on mapping Deep/Convolutional Neural Networks (D/CNNs) onto In-Memory Computing (IMC) architectures to enable energy-efficient and high-speed D/CNN inference. Recently, I have expanded my research interests to Large Language Models (LLMs), aiming to optimize their performance and inference efficiency in IMC systems. To achieve this, I am exploring various hardware-aware optimization techniques, including mapping, dataflow, and model compression.

news

Dec 08, 2024 A paper is accepted at JSA (JCR = Q1, IF = 3.8)
Nov 13, 2024 A paper is accepted at DATE 2025