AISys Lab. ECE, Seoul National University
member portrait Changmin Shin MS/PhD Student
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I am a graduate student in the Dept. of Electrical and Computer Engineering (ECE) at Seoul National University. My research interests are computer architectures, such as processing-in-memory and domain specific accelerators. I’m also interested in all system- and architecture-related researches for AI

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1 indicates co-first authors.

A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs
A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs
Hongsun Jang, Jaeyong Song, Changmin Shin, Si Ung Noh, Jaewon Jung, Jisung Park, Jinho Lee
Proceedings of the 31st ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)   ·   Mar 2026
ArXiv
GitHub
Top Conf. Syst. SW Arch. AI/ML
LoCaLUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM
LoCaLUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM
Junguk Hong, Changmin Shin, Sukjin Kim, Si Ung Noh, Taehee Kwon, SeongYeon Park, Hanjun Kim, Youngsok Kim, Jinho Lee
International Symposium on High-Performance Computer Architecture (HPCA)   ·   Feb 2026
Top Conf. Arch. Syst. SW AI/ML
FlexiWalker: Extensible GPU Framework for Efficient Dynamic Random Walks with Runtime Adaptation
FlexiWalker: Extensible GPU Framework for Efficient Dynamic Random Walks with Runtime Adaptation
Seongyeon Park, Jaeyong Song, Changmin Shin, Sukjin Kim, Junguk Hong, Jinho Lee
European Conference on Computer Systems (EuroSys)   ·   Apr 2026
Top Conf. Syst. SW
FALA: Locality-Aware PIM-Host Cooperation for Graph Processing with Fine-Grained Column Access
FALA: Locality-Aware PIM-Host Cooperation for Graph Processing with Fine-Grained Column Access
Changmin Shin, Jaeyong Song, Seongmin Na, Jun Sung, Hongsun Jang, Jinho Lee
IEEE/ACM International Symposium on Microarchitecture (MICRO)   ·   Oct 2025
Slide
Top Conf. Arch.
Piccolo: Large-Scale Graph Processing with Fine-Grained In-Memory Scatter-Gather
Piccolo: Large-Scale Graph Processing with Fine-Grained In-Memory Scatter-Gather
Changmin Shin, Jaeyong Song, Hongsun Jang, Dogeun Kim, Jun Sung, Taehee Kwon, Jae Hyung Ju, Frank Liu, Yeonkyu Choi, Jinho Lee
International Symposium on High-Performance Computer Architecture (HPCA)   ·   Mar 2025
Slide
Top Conf. Arch.
A Case for In-Memory Random Scatter-Gather for Fast Graph Processing
A Case for In-Memory Random Scatter-Gather for Fast Graph Processing
Changmin Shin1, Taehee Kwon1, Jaeyong Song, Jae Hyung Ju, Frank Liu, Yeonkyu Choi, Jinho Lee
IEEE Computer Architecture Letters (CAL)   ·   Mar 2024
Slide
SCI Arch.

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