Search Results for author: Changhyun Kim

Found 3 papers, 0 papers with code

LoL-PIM: Long-Context LLM Decoding with Scalable DRAM-PIM System

no code implementations28 Dec 2024 Hyucksung Kwon, Kyungmo Koo, Janghyeon Kim, Woongkyu Lee, Minjae Lee, Hyungdeok Lee, Yousub Jung, JaeHan Park, Yosub Song, Byeongsu Yang, Haerang Choi, Guhyun Kim, Jongsoon Won, Woojae Shin, Changhyun Kim, Gyeongcheol Shin, Yongkee Kwon, Ilkon Kim, Euicheol Lim, John Kim, Jungwook Choi

Processing-in-Memory (PIM) maximizes memory bandwidth by moving compute to the data and can address the memory bandwidth challenges; however, PIM is not necessarily scalable to accelerate long-context LLM because of limited per-module memory capacity and the inflexibility of fixed-functional unit PIM architecture and static memory management.

Management

Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis

no code implementations31 May 2024 SeungHwan An, Gyeongdong Woo, Jaesung Lim, Changhyun Kim, Sungchul Hong, Jong-June Jeon

In this paper, our goal is to generate synthetic data for heterogeneous (mixed-type) tabular datasets with high machine learning utility (MLu).

Density Estimation Imputation +6

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