Hi, I'm

Jaeho Lee

DNN Compiler
GPU Memory Optimization
DNN Scheduler

About Me

  • Position MS./Ph.D. Student
  • Lab Compiler Optimization Research Lab (CORELAB)
  • Major School of Electronical and Electronic Engineering
  • Address Yonsei University, Seoul, Republic of Korea
  • e-mail jaeho{at}yonsei.ac.kr

What I Do

DNN Compiler

Developing the DNN domain compiler for new hardwares and systems.

Compiler Optimizations

Designing new compilers to improve performance, and reduce memory usage.

DNN Scheduler

Scheduling the DNN models on intra- and inter-device.

System Security

Dealing with many security issues of the computer from the system side.

Curriculum Vitae

Publications

August 2023
Refereed Conference Publications
International Conference on Parallel Processing

TeMCO: Tensor Memory Compiler Optimization across Tensor Decompositions in Deep Learning Inference

Seungbin Song, Ju Min Lee, Haeeun Jeong, Hyunho Kwon, Shinnung Jeong, Jaeho Lee, Hanjun Kim

August 2023
Refereed Poster Publications
USENIX Security Symposium

Privacy Authority-Aware Compiler for Homomorphic Encryption on Edge-Cloud

Dongkwan Kim, Yongwoo Lee, Seonyoung Cheon, Heelim Choi, Jaeho Lee, Dongyoon Lee, and Hanjun Kim

July 2023
Refereed Conference Publications
Design Automation Conference

Occamy: Memory-efficient GPU Compiler for DNN Inference

Jaeho Lee, Shinnung Jeong, Seungbin Song, Kunwoo Kim, Heelim Choi, Youngsok Kim, Hanjun Kim

IEEE Xplore / Github / PDF

October 2022
Refereed Conference Publications
International Conference on Parallel Architectures and Compilation Techniques

Decoupling Schedule, Topology Layout, and Algorithm to Easily Enlarge the Tuning Space of GPU Graph Processing

Shinnung Jeong, Yongwoo Lee, Jaeho Lee, Heelim Choi, Seungbin Song, Jinho Lee, Youngsok Kim, and Hanjun Kim

ACM / PDF

April 2021
Refereed Journal Publications
IEEE Internet of Things Journal

Compiler-assisted Semantic-aware Encryption for Efficient and Secure Serverless Computing

Bongjun Kim, Seonyeong Heo, Jaeho Lee, Shinnung Jeong, Yongwoo Lee, and Hanjun Kim

IEEE Xplore / Github

Education

Mar 2020 - Present
Yonsei University, Seoul, Republic of Korea

Ph.D. Student

Electrical and Electronic Engineering

Mar 2014 - Feb 2020
Yonsei University, Seoul, Republic of Korea

Bachelor's Degree

Electrical and Electronic Engineering

Experience

September 2023
ETRI (Electronics and Telecommunications Research Institute)

Teaching Assistant - MLIR Compiler

  • How to use MLIR compiler framework and writing Dialects, Conversions and Transformations

December 2022
Samsung Electronics DS Division

Teaching Assistant - LLVM Compiler

  • How to write LLVM passes for program analysis and optimization

April 2022
Samsung Electronics DS Division

Teaching Assistant - LLVM Compiler

  • How to write LLVM passes for program analysis and optimization

Mar 2020 - Present
CoreLab, Yonsei University, Seoul, Republic of Korea

Research Assistant

  • Memory-efficient GPU compiler for Deep learning.

Mar 2020 - Dec 2022
Yonsei University, Seoul, Republic of Korea

Teaching assistant

  • EEE2020: Data Structure and Algorithm (Spring 2020)
  • EEE3313: Introductory Digital Labs (Fall 2020 - Fall 2022)

Jan 2019 - Feb 2020
CoreLab, Yonsei University, Seoul, Republic of Korea

Undergraduate Research Assistant

  • Secure storage versioning add-on for defending the cryptrographic ransomware.
  • Compiler assisited realiable Internet of Things(IoT) framework.