About

Profile

SangLyul ChoBill Cho

Seoul, South Korea

chosanglyul@gmail.com/chosanglyul@snu.ac.kr

B.S. Student in CSE and Math

Seoul National University

Mar 2022 - Present

Current GPA: 4.27/4.3, CSE: 4.27/4.3, Math: 4.30/4.3

Leave of absence for mandatory military service (Nov 2024 - May 2026)

High School Diploma

Seoul Science High School

Mar 2019 - Feb 2022

Final GPA: 4.24/4.3

Senior project: Improvement of backpropagation time and stability of RNN using Tree-RNN

Profile
My primary interest lies in machine learning (ML) and the acceleration of large-scale deep learning (DL) models. I have a diverse background in ML, systems, competitive programming, and web development. Having observed the escalating growth and complexity of DL models, I've developed an interest in tackling the challenges of efficient training and serving these models. To deepen my understanding and explore these interests further, I am double majoring in math.

Publications

Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs

Yeonhong Park, Jake Hyun, SangLyul Cho, Bonggeun Sim, Jae W. Lee

The 41st International Conference on Machine Learning (ICML), 2024

Oral Presentation (144/9473=1.5%)

VGA: Hardware Accelerator for Scalable Long Sequence Model Inference

SeungYul Lee, Jihoon Hong, Hyunseung Lee, SangLyul Cho, Jae W. Lee

The 57th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2024


Work and Research Experience

FlexML Lab

Jun - Aug 2026

Undergraduate Research Intern

Daejeon, Korea

  • Currently working in the FlexML Lab at KAIST!

Republic of Korea Army

Nov 2024 - May 2026

Sergeant

Seongnam, Korea

  • Completed compulsory military service in South Korea.

ARC Lab

Jul - Aug 2023 / Jan - Feb 2024

Undergraduate Research Intern

Seoul, Korea

  • Published two papers under the supervision of Prof. Jae W. Lee.

Samsung Electronics

Jul 2022 - Aug 2022

Summer Intern, SW Development Team in Memory Business

Hwaseong, Korea

  • Improved performance of SSD(Solid State Drive) using machine learning

Honors and Awards

Semiconductor Track Scholarship

6M+ KRW

2024 - Present

Presidential Science Scholarship

44M KRW

2022 - Present

ICPC Seoul Regional

Fifth Award, 12th place

2023

SCPC

Fifth Award

2023

Undergraduate Deep Learning Product Recognition Contest

Excellence Prize, 2nd place

2023

Korea Olympiad in Informatics

Finals Silver Prize, 8th place

2021