I am a Ph.D student in the Department of Electrical and Computer Engineering at Seoul National University. My research interests are adversarial robustness and distributed learning. I enjoy boogaloo dance as a hobby.

Publications

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

GraNNDis: Fast Distributed Graph Neural Network Training Framework for Multi-Server Clusters

Jaeyong Song, Hongsun Jang, Hunseong Lim, Jaewon Jung, Youngsok Kim, Jinho Lee

The International Conference on Parallel Architectures and Compilation Techniques (PACT) · Oct 2024

ArXiv

Top Conf. AI/ML Syst. SW

PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor

Jaewon Jung, Hongsun Jang, Jaeyong Song, Jinho Lee

Computer Vision and Pattern Recognition Conference (CVPR) · Mar 2024

Top Conf. AI/ML

Pipette: Automatic Fine-Grained Large Language Model Training Configurator for Real-World Clusters

Jinkyu Yim¹, Jaeyong Song¹, Yerim Choi, Jaebeen Lee, Jaewon Jung, Hongsun Jang, Jinho Lee

Design, Automation and Test in Europe Conference (DATE) · Mar 2024

Top Conf. AI/ML Syst. SW

Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System

Hongsun Jang, Jaeyong Song, Jaewon Jung, Jaeyoung Park, Youngsok Kim, Jinho Lee

Best Paper Award-Honorable Mention! International Symposium on High-Performance Computer Architecture (HPCA) · Mar 2024

Top Conf. Syst. SW Arch. AI/ML

Pipe-BD: Pipelined Parallel Blockwise Distillation

Hongsun Jang, Jaewon Jung, Jaeyong Song, Joonsang Yu, Youngsok Kim, Jinho Lee

2023 Design, Automation & Test in Europe Conference & Exhibition (DATE) · Apr 2023

Paper

ArXiv

GitHub

Top Conf. AI/ML Syst. SW

Optimus-CC: Efficient Large NLP Model Training with 3D Parallelism Aware Communication Compression

Jaeyong Song¹, Jinkyu Yim¹, Jaewon Jung, Hongsun Jang, Hyung-Jin Kim, Youngsok Kim, Jinho Lee

Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2 · Jan 2023

ArXiv

Paper

Artifact

Top Conf. AI/ML Syst. SW

Fast Adversarial Training with Dynamic Batch-level Attack Control

Jaewon Jung, Jaeyong Song, Hongsun Jang, Hyeyoon Lee, Kanghyun Choi, Noseong Park, Jinho Lee

Design Automation Conference (DAC) · Jul 2023

Top Conf. AI/ML

Education

Seoul National University (September 2023 - Present)
- Ph.D student in Electrical and Computer Engineering
Yonsei University (September 2021 - August 2023)
- Master of Artificial Intelligence
Korea University (March 2017 - February 2021)
- Bachelor of Economics in Statistics
- Bachelor of Financial Engineering

Experience

CJ Logistics (June 2021 - July 2021)
- Internship
- Job : IT strategy
Bucketplace, Co., Ltd (December 2020 - June 2021)
- Full-time Data Analyst
Electronics and Telecommunications Research Institute (July 2020 - August 2020)
- Research Trainee
- TM/TDP : Correlation analysis between the number of mobile stations and traffic volume and prediction of the number of subscribers and traffic volume.
MINDs and company (December 2019 - March 2020)
- Intern
- Project : Automatic payment review classification for insurance claims.
Republic of Korea Air Force (March 2017 - February 2019)
- 2 years of Compulsory Military Service. Served as a sergeant.

Awards and Honors

Yulchon AI Star Scholarships ($8,000) (September 2024)
- Youlchon Foundation & SNU AI Institute
Best Paper Award Honorable Mention (March 2024)
- Smart-Infinity: Fast Large Language Model Training using Near-Storage Processing on a Real System (HPCA’24)
The 30th Samsung Humantech Paper Award (February 2024)
- Encouragement prize
LG Display AI & Big Data Competition (December 2022)
- Excellence prize
- Hosted by LG Display and Yonsei university
2021 Data Creator Camp (October 2021)
- Excellence prize
- Hosted by National Information Society Agency (NIA)

Teaching Experience

Programming Methodology (430.211)
- Teaching Assistant, Spring 2023
- Teaching Assistant, Spring 2024

Email : id@snu.ac.kr
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- where CONCATENATE(ab,cd)=abcd