Yongsuk Kwon

11 papers A* 1A 1B 1Journal 6Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Accelerating Confidential Recommendation Model Inference With Near-Memory Processing.
IEEE Trans. Dependable Secur. Comput.
Wenjie Xiong, Liu Ke, Maxim Ostapenko, Yongmin Tai, Yeongon Cho, Joon-Ho Song, Jinin So, Kyungsoo Kim, Yongsuk Kwon, Jin Jung, Jieun Lee, Byeongho Kim, Shinhaeng Kang, Sukhan Lee, Jeonghyeon Cho, Kyomin Sohn, Xuan Zhang, Hsien-Hsin S. Lee, G. Edward Suh
2025 J jnl
Cosmos: A CXL-Based Full In-Memory System for Approximate Nearest Neighbor Search.
IEEE Comput. Archit. Lett.
Seoyoung Ko, Hyunjeong Shim, Wanju Doh, Sungmin Yun, Jinin So, Yongsuk Kwon, Sang-Soo Park, Si-Dong Roh, Minyong Yoon, Taeksang Song, Jung Ho Ahn
2025 J jnl
Cosmos: A CXL-Based Full In-Memory System for Approximate Nearest Neighbor Search.
CoRR
Seoyoung Ko, Hyunjeong Shim, Wanju Doh, Sungmin Yun, Jinin So, Yongsuk Kwon, Sang-Soo Park, Si-Dong Roh, Minyong Yoon, Taeksang Song, Jung Ho Ahn
2025 B conf
Scalable Processing-Near-Memory for 1M-Token LLM Inference: CXL-Enabled KV-Cache Management Beyond GPU Limits.
PACT
Dowon Kim, Minjae Lee, Janghyeon Kim, Hyucksung Kwon, Hyeonggyu Jeong, Sang-Soo Park, Minyong Yoon, Si-Dong Roh, Yongsuk Kwon, Jinin So, Jungwook Choi
2025 J jnl
Scalable Processing-Near-Memory for 1M-Token LLM Inference: CXL-Enabled KV-Cache Management Beyond GPU Limits.
CoRR
Dowon Kim, Minjae Lee, Janghyeon Kim, Hyucksung Kwon, Hyeonggyu Jeong, Sang-Soo Park, Minyong Yoon, Si-Dong Roh, Yongsuk Kwon, Jinin So, Jungwook Choi
2024 A* conf
An LPDDR-based CXL-PNM Platform for TCO-efficient Inference of Transformer-based Large Language Models.
HPCA
Sangsoo Park, Kyungsoo Kim, Jinin So, Jin Jung, Jonggeon Lee, Kyoungwan Woo, Nayeon Kim, Younghyun Lee, Hyungyo Kim, Yongsuk Kwon, JinHyun Kim, Jieun Lee, Yeongon Cho, Yongmin Tai, Jeonghyeon Cho, Hoyoung Song, Jung Ho Ahn, Nam Sung Kim
2024 — conf
AttAcc! Unleashing the Power of PIM for Batched Transformer-based Generative Model Inference.
ASPLOS (2)
Jaehyun Park, Jaewan Choi, Kwanhee Kyung, Michael Jaemin Kim, Yongsuk Kwon, Nam Sung Kim, Jung Ho Ahn
2024 A conf
CLAY: CXL-based Scalable NDP Architecture Accelerating Embedding Layers.
ICS
Sungmin Yun, Hwayong Nam, Kwanhee Kyung, Jaehyun Park, Byeongho Kim, Yongsuk Kwon, Eojin Lee, Jung Ho Ahn
2023 J jnl
A Hardware-Friendly Tiled Singular-Value Decomposition-Based Matrix Multiplication for Transformer-Based Models.
IEEE Comput. Archit. Lett.
Hailong Li, Jaewan Choi, Yongsuk Kwon, Jung Ho Ahn
2022 J jnl
Near-Memory Processing in Action: Accelerating Personalized Recommendation With AxDIMM.
IEEE Micro
Liu Ke, Xuan Zhang, Jinin So, Jong-Geon Lee, Shinhaeng Kang, Sukhan Lee, Songyi Han, Yeongon Cho, Jin Hyun Kim, Yongsuk Kwon, Kyungsoo Kim, Jin Jung, IlKwon Yun, Sung Joo Park, Hyunsun Park, Joon-Ho Song, Jeonghyeon Cho, Kyomin Sohn, Nam Sung Kim, Hsien-Hsin S. Lee
2021 — conf
Understanding and Reducing Weight-Load Overhead of Systolic Deep Learning Accelerators.
ISOCC
Jinwon Joo, Minyong Yoon, Jungwook Choi, Mingu Kang, Jong-Geon Lee, Jinin So, IlKwon Yun, Yongsuk Kwon, Kyungsoo Kim