Seongmin Lee

seongmin@gatech.edu

I'm a CS PhD student at Georgia Tech, advised by Professor Polo Chau. My research interests cover data mining and machine learning; specifically, graph mining, ML interpretability, and real-world programming. I received my B.S. in Electrical and Computer Engineering from Seoul National University in February 2021. During my undergraduate, I was supported by the Presidential Science Scholarship.


Education

Georgia Institute of Technology

Ph.D. in Computer Science
August 2021 - Present

Seoul National University

B.S. in Electrical and Computer Engineering
Graduated with honor (Summa Cum Laude)
March 2016 - February 2021

Korea Science Academy of KAIST

Math and Science Specialized High School
One year early entrance, Graduated with distinction in GPA
February 2013 - February 2016

Research Experience

Polo Club of Data Science, Georgia Institute of Technology

Graduate Research Assistant

Advisor: Prof. Duen Horng (Polo) Chau

August 2021 - Present

Data Mining Lab, Seoul National University

Undergraduate Research Internship

Advisor: Prof. U Kang

January 2020 - February 2021

Communication and Machine Learning Laboratory, Seoul National University

Undergraduate Research Internship and Bachelor's Thesis

Advisor: Prof. Jungwoo Lee

September 2019 - April 2020

Biomedical Precision Laboratory, The University of Tokyo

Research Internship

Advisor: Dr. Keiichi Nakagawa, Dr. Ayumu Ishijima. Selected as a participant of ESEP-G(Engineering Summer Education Program-General) of UTokyo.

July 2018 - August 2018

Honors and Awards

The Presidential Science Scholarship

Korea Science Aid Foundation

Full tuition and stipend of $5,000 per year. Around 150 students are selected nationally.

March 2016 - December 2019

SNU Engineering Honor Society (STEM)

College of Engineering, SNU

Used to be vice president, currently honorary member of STEM.

March 2018 - December 2019

Voluntary Service Award

Department of Electrical and Computer Engineering, SNU

Awarded for greatly contributing to the department and conducting a lot of volunteer activities.

December 2018, December 2017

Publication & Patent

Publication

  • Multi-EPL: Accurate Multi-Source Domain Adaptation
    Seongmin Lee, Hyunsik Jeon, and U Kang
    PLOS ONE, 2021
    PDF BibTex Code

  • AUBER: Automated BERT Regularization
    Hyun Dong Lee*, Seongmin Lee*, and U Kang (* These authors contributed equally to this work)
    PLOS ONE, 2021
    PDF BibTex Code

  • Unsupervised Multi-Source Domain Adaptation with No Observable Source Data
    Hyunsik Jeon, Seongmin Lee, and U Kang
    PLOS ONE, 2021
    PDF BibTex Code

Patent

  • Pruning Method for Attention Head in Transformer Neural Networks for Regularization and Apparatus Thereof
    Seongmin Lee, Hyun Dong Lee, and U Kang
    10-2020-0162397, 2020

Miscellanies

Conference

  • AIIS Summer Retreat, Poster presentation, June 2020

Teaching Experiences

  • Deep Learning Course for LG Chem, Lab session lecturer, January 2021
  • Deep Learning Course for SK Hynix, Lab session lecturer, November 2020
  • Introduction to Algorithm, SNU, Undergraduate student tutor, Fall 2020, Fall 2019
  • Introduction to Physics I, SNU, Undergraduate student tutor, Spring 2017

Extra-curricular Activities

SNU Buddy

Buddy program for the international exchange students
September 2020 - December 2020

Vision Mentoring

Organized and gave lecture on engineering for high school students (More than 700 students attended)
July 2019

Dream Camp Mentoring

Conducted mentoring program about "how to materialize one's dream" for high school students in countryside
February 2019, February 2018

Student Vice President

Elected as a vice president of the Department of Electrical and Computer Engineering, SNU
November 2017 - October 2018

Student Reporter

Published brochures about the Department of Electrical and Computer Engineering every semester. [Brochures]
September 2017 - February 2021

Talent Sharing Volunteer Camp

Conducted self-planned mentoring for elementary school students in underprivileged areas in Korea
January 2017, August 2016

Photos

1 / 6

SNU Buddy Group Photo

2 / 6

Vision Mentoring

3 / 6

Vision Mentoring

4 / 6

Final presentation in ESEP

5 / 6

Dream Camp 2018

6 / 6

KOSAF 2017 Volunteer Camp. Miss them so much :(