A Case for In-Memory Random Scatter-Gather for Fast Graph Processing. - Changmin Shin 002; Taehee Kwon 002; Jaeyong Song 002; Jae Hyung Ju; Frank Liu 001; YeonKyu Choi; Jinho Lee 001 (IEEE Comput. Archit. Lett., 2024)

Piccolo: Large-Scale Graph Processing with Fine-Grained in-Memory Scatter-Gather. - Changmin Shin 002; Jaeyong Song 002; Hongsun Jang; Dogeun Kim; Jun Sung; Taehee Kwon 002; Jae Hyung Ju; Frank Liu 001; YeonKyu Choi; Jinho Lee 001 (HPCA, 2025)

FALA: Locality-Aware PIM-Host Cooperation for Graph Processing with Fine-Grained Column Access. - Changmin Shin 002; Jaeyong Song 002; Seongmin Na; Jun Sung; Hongsun Jang; Jinho Lee 001 (MICRO, 2025)

INF2: High-Throughput Generative Inference of Large Language Models using Near-Storage Processing. - Hongsun Jang; Si Ung Noh; Changmin Shin 002; Jaewon Jung 001; Jaeyong Song 002; Jinho Lee 001 (CoRR, 2025)

A Cost-Effective Near-Storage Processing Solution for Offline Inference of Long-Context LLMs. - Hongsun Jang; Jaeyong Song 002; Changmin Shin 002; Si Ung Noh; Jaewon Jung 001; Jisung Park 001; Jinho Lee 001 (ASPLOS (2), 2026)

FlexiWalker: Extensible GPU Framework for Efficient Dynamic Random Walks with Runtime Adaptation. - Seongyeon Park; Jaeyong Song 002; Changmin Shin 002; Sukjin Kim; Junguk Hong; Jinho Lee 001 (EuroSys, 2026)

LoCaLUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM. - Junguk Hong; Changmin Shin 002; Sukjin Kim; Si Ung Noh; Taehee Kwon 002; Seongyeon Park; Hanjun Kim 001; Youngsok Kim; Jinho Lee 001 (HPCA, 2026)

NAVIS: Concurrent Search and Update with Low Position-Seeking Overhead in On-SSD Graph-Based Vector Search. - Jaeyong Song 002; Hongsun Jang; Changmin Shin 002; Seongyeon Park; Yong Jae Ryoo; Seo Jin Park; Jinho Lee 001 (CoRR, 2026)