Yongsuk Kwon

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 6

Top Topics

Matrix Multiplication

Personalized Recommendation

Efficient Inference

Top Venues

IEEE Comput. Archit. Lett.

Publications

Sungmin Yun, Hwayong Nam, Kwanhee Kyung, Jaehyun Park, Byeongho Kim, Yongsuk Kwon, Eojin Lee, Jung Ho Ahn
CLAY: CXL-based Scalable NDP Architecture Accelerating Embedding Layers. ICS (2024)
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
An LPDDR-based CXL-PNM Platform for TCO-efficient Inference of Transformer-based Large Language Models. HPCA (2024)
Jaehyun Park, Jaewan Choi, Kwanhee Kyung, Michael Jaemin Kim, Yongsuk Kwon, Nam Sung Kim, Jung Ho Ahn
AttAcc! Unleashing the Power of PIM for Batched Transformer-based Generative Model Inference. ASPLOS (2) (2024)
Hailong Li, Jaewan Choi, Yongsuk Kwon, Jung Ho Ahn
A Hardware-Friendly Tiled Singular-Value Decomposition-Based Matrix Multiplication for Transformer-Based Models. IEEE Comput. Archit. Lett. 22 (2) (2023)
Ke Liu, 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
Near-Memory Processing in Action: Accelerating Personalized Recommendation With AxDIMM. IEEE Micro 42 (1) (2022)
Jinwon Joo, Minyong Yoon, Jungwook Choi, Mingu Kang, JongGeon Lee, Jinin So, IlKwon Yun, Yongsuk Kwon, KyungSoo Kim
Understanding and Reducing Weight-Load Overhead of Systolic Deep Learning Accelerators. ISOCC (2021)