Byeongho Kim

18 papers A* 2A 2Journal 10Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
PIM-SHERPA: Software Method for On-device LLM Inference by Resolving PIM Memory Attribute and Layout Inconsistencies.
CoRR
Sunjung Lee, Sanghoon Cha, Hyeonsu Kim, Seungwoo Seo, Yuhwan Ro, Sukhan Lee, Byeongho Kim, Yongjun Park, Kyomin Sohn, Seungwon Lee, Jaehoon Yu
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
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
2024 A* conf
Duplex: A Device for Large Language Models with Mixture of Experts, Grouped Query Attention, and Continuous Batching.
MICRO
Sungmin Yun, Kwanhee Kyung, Juhwan Cho, Jaewan Choi, Jongmin Kim, Byeongho Kim, Sukhan Lee, Kyomin Sohn, Jung Ho Ahn
2024 J jnl
Duplex: A Device for Large Language Models with Mixture of Experts, Grouped Query Attention, and Continuous Batching.
CoRR
Sungmin Yun, Kwanhee Kyung, Juhwan Cho, Jaewan Choi, Jongmin Kim, Byeongho Kim, Sukhan Lee, Kyomin Sohn, Jung Ho Ahn
2024 J jnl
GraNDe: Efficient Near-Data Processing Architecture for Graph Neural Networks.
IEEE Trans. Computers
Sungmin Yun, Hwayong Nam, Jaehyun Park, Byeongho Kim, Jung Ho Ahn, Eojin Lee
2024 J jnl
The Breakthrough Memory Solutions for Improved Performance on LLM Inference.
IEEE Micro
Byeongho Kim, Sanghoon Cha, Sangsoo Park, Jieun Lee, Sukhan Lee, Shinhaeng Kang, Jinin So, Kyungsoo Kim, Jin Jung, Jong-Geon Lee, Sunjung Lee, Yoonah Paik, Hyeonsu Kim, Jin-Seong Kim, Won-Jo Lee, Yuhwan Ro, Yeongon Cho, Jin Hyun Kim, Joon-Ho Song, Jaehoon Yu, Seungwon Lee, Jeonghyeon Cho, Kyomin Sohn
2023 — conf
Samsung PIM/PNM for Transfmer Based AI : Energy Efficiency on PIM/PNM Cluster.
HCS
Jin Hyun Kim, Yuhwan Ro, Jinin So, Sukhan Lee, Shinhaeng Kang, Yeongon Cho, Hyeonsu Kim, Byeongho Kim, Kyungsoo Kim, Sangsoo Park, Jin-Seong Kim, Sanghoon Cha, Won-Jo Lee, Jin Jung, Jonggeon Lee, Jieun Lee, Joon-Ho Song, Seungwon Lee, Jeonghyeon Cho, Jaehoon Yu, Kyomin Sohn
2022 — conf
Accelerating Transformer Networks through Recomposing Softmax Layers.
IISWC
Jaewan Choi, Hailong Li, Byeongho Kim, Seunghwan Hwang, Jung Ho Ahn
2022 — conf
An Architecture of Sparse Length Sum Accelerator in AxDIMM.
AICAS
Shinhaeng Kang, Byeongho Kim, Sukhan Lee, Kyomin Sohn
2022 A conf
An FPGA-based RNN-T Inference Accelerator with PIM-HBM.
FPGA
Shinhaeng Kang, Sukhan Lee, Byeongho Kim, Hweesoo Kim, Kyomin Sohn, Nam Sung Kim, Eojin Lee
2022 J jnl
GraNDe: Near-Data Processing Architecture With Adaptive Matrix Mapping for Graph Convolutional Networks.
IEEE Comput. Archit. Lett.
Sungmin Yun, Byeongho Kim, Jaehyun Park, Hwayong Nam, Jung Ho Ahn, Eojin Lee
2022 J jnl
MVP: An Efficient CNN Accelerator with Matrix, Vector, and Processing-Near-Memory Units.
ACM Trans. Design Autom. Electr. Syst.
Sunjung Lee, Jaewan Choi, Wonkyung Jung, Byeongho Kim, Jaehyun Park, Hweesoo Kim, Jung Ho Ahn
2021 A* conf
TRiM: Enhancing Processor-Memory Interfaces with Scalable Tensor Reduction in Memory.
MICRO
Jaehyun Park, Byeongho Kim, Sungmin Yun, Eojin Lee, Minsoo Rhu, Jung Ho Ahn
2021 J jnl
TRiM: Tensor Reduction in Memory.
IEEE Comput. Archit. Lett.
Byeongho Kim, Jaehyun Park, Eojin Lee, Minsoo Rhu, Jung Ho Ahn
2020 J jnl
MViD: Sparse Matrix-Vector Multiplication in Mobile DRAM for Accelerating Recurrent Neural Networks.
IEEE Trans. Computers
Byeongho Kim, Jongwook Chung, Eojin Lee, Wonkyung Jung, Sunjung Lee, Jaewan Choi, Jaehyun Park, Minbok Wi, Sukhan Lee, Jung Ho Ahn
2019 — conf
Restructuring Batch Normalization to Accelerate CNN Training.
SysML
Wonkyung Jung, Daejin Jung, Byeongho Kim, Sunjung Lee, Wonjong Rhee, Jung Ho Ahn
2018 J jnl
Restructuring Batch Normalization to Accelerate CNN Training.
CoRR
Daejin Jung, Wonkyung Jung, Byeongho Kim, Sunjung Lee, Wonjong Rhee, Jung Ho Ahn