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DAMI LAB

Professor

Woojin Lee

Woojin Lee

Assistant Professor in School of AI Convergence, Dongguk University

๐Ÿข Office ์‹ ๊ณตํ•™๊ด€ 10117ํ˜ธ
๐Ÿ“ž Tel +82)02-2260-3787
๐Ÿ’ผ Contact wj926@dgu.ac.kr
Google Scholar

Academic Positions

2021.09. - present

Assistant Professor, School of AI Convergence, Dongguk University

2020.08. - 2021.08

Researcher in Institute of Engineering Research, Seoul National University

Education

2020.08

Seoul National University, Seoul, Korea

  • Ph.D in Industrial Engineering
  • Advisor : Jaewook Lee
  • Thesis title: Domain Adaptation for Fair and Robust Machine Learning

2015.02

Yonsei University, Seoul, Korea

  • B.S. in Information and Industrial Engineering

2010.02

Daewon Foreign Language High School, Seoul, Korea

Other Publications

ICMLSC 2025Oral Presentation2025. 1. 25

BAL-CLIP: Unified Loss Framework for Long-Tailed Multi-Label Image Classification

Christoph Timmermann, Seunghyeon Jung, Miso Kim, Hyeonjin Kim, Georu Lee, Woojin Lee

The 9th International Conference on Machine Learning and Soft Computing (ICMLSC 2025) ยท Chuo University

DOMESTIC PUBLICATIONS
ASK 2026ํฌ์Šคํ„ฐ๋ฐœํ‘œ2026. 5. 21

๊ด€์ฐฐ ๊ฐ€๋Šฅํ•œ ์ถ”๋ก ์„ ํ†ตํ•œ ํŒฉํ„ฐ ๊ฒ€์ฆ: ์‹ค์ฆ์  ๊ฒ€์ฆ ๊ธฐ๋ฐ˜ LLM ์—์ด์ „ํŠธ ํŒฉํ„ฐ ๋งˆ์ด๋‹ ํ”„๋ ˆ์ž„์›Œํฌ

๊น€ํ˜„์ง„, ๊น€๋ฏผ์„, ์ •์Šนํ˜„, ์ด์šฐ์ง„

ASK 2026ํฌ์Šคํ„ฐ๋ฐœํ‘œ์šฐ์ˆ˜๋…ผ๋ฌธ์ƒ2026. 5. 21

LLM ์–ธ๋Ÿฌ๋‹์—์„œ์˜ Forget-Set ๋ถˆ์ผ์น˜ ๋ฌธ์ œ: ๋ชจ๋ธ ๊ธฐ์–ต ๊ธฐ๋ฐ˜ Forget-Set ๊ตฌ์„ฑ ๋ฐฉ๋ฒ•

๊น€๋ฏธ์†Œ, ์ด๊ฑฐ๋ฃจ, ์ •์Šน์›, ์ •์Šนํ˜„, ์ด์šฐ์ง„

ํ•œ๊ตญ์ž๋ฃŒ๋ถ„์„ํ•™ํšŒ ๋™๊ณ„ ํ•™์ˆ ๋…ผ๋ฌธ๋ฐœํ‘œ๋Œ€ํšŒํฌ์Šคํ„ฐ๋ฐœํ‘œ2024. 1. 26

CLIP ๊ธฐ๋ฐ˜ ๋ชจ๋ธ์„ ํ™œ์šฉํ•œ ๋‹ค์ค‘ ๋ผ๋ฒจ Zero-shot ๋ถ„๋ฅ˜

์ •์Šนํ˜„, Christoph Timmermann, ๊น€์ฐฝ์šฐ, ๊น€๋ฏธ์†Œ, ์ด์šฐ์ง„

Awards

์ตœ์šฐ์ˆ˜๋…ผ๋ฌธ์ƒ ยท Efficient Few-shot Adaptation of CLIP by Addressing Intra-modal Misalignment (2025. 8. 29)
์‚ฐํ•™์—ฐํ˜‘๋™์šฐ์ˆ˜์ƒ ยท ๊ณจํ”„ ํด๋Ÿฝ๊ณผ ์ธ๊ฐ„ ๊ด€์ ˆ์˜ ํ†ตํ•ฉ: ์Šค์œ™ ๋ถ„์„์„ ์œ„ํ•œ ์‹œ๊ณต๊ฐ„ ๊ทธ๋ž˜ํ”„ ํ•ฉ์„ฑ๊ณฑ ๊ธฐ๋ฒ• (2025. 11. 8)
์šฐ์ˆ˜๋…ผ๋ฌธ์ƒ ยท LLM ์–ธ๋Ÿฌ๋‹์—์„œ์˜ Forget-Set ๋ถˆ์ผ์น˜ ๋ฌธ์ œ: ๋ชจ๋ธ ๊ธฐ์–ต ๊ธฐ๋ฐ˜ Forget-Set ๊ตฌ์„ฑ ๋ฐฉ๋ฒ• (2026. 5. 21)

Projects & Activities

์šด์˜์œ„์›
ํ•œ๊ตญ์ •๋ณด์ฒ˜๋ฆฌํ•™ํšŒ AI์‹œ์Šคํ…œ์—ฐ๊ตฌํšŒ logo ํ•œ๊ตญ์ •๋ณด์ฒ˜๋ฆฌํ•™ํšŒ AI์‹œ์Šคํ…œ์—ฐ๊ตฌํšŒ
โ†’
์ž๋ฌธ์˜์›
(์ฃผ)์Šคํ†กํด๋ฆฌ์˜ค logo (์ฃผ)์Šคํ†กํด๋ฆฌ์˜ค
์šด์˜์œ„์›
AAAI 2026 Fall Symposium logo AAAI 2026 Fall Symposium
โ†’

Invited Talks

โ–ผ
2025
โ€ข ๋ฉ€ํ‹ฐ์—์ด์ „ํŠธ ์—ฐ๊ตฌ ์ตœ์‹  ๋™ํ–ฅ
Date 2025. 12. 03 Venue KISTI ๋ฏธ๋ž˜์—ฐ๊ตฌ์ •๋ณดํฌ๋Ÿผ
โ€ข ์‹ ๋ขฐ๊ฐ€๋Šฅํ•œ ๋Œ€๊ทœ๋ชจ์–ธ์–ด๋ชจ๋ธ
Date 2025. 10. 29 Venue UNIST ์‚ฐ์—…๊ณตํ•™๊ณผ ์„ธ๋ฏธ๋‚˜
โ€ข Agentic AI์™€ ์‹ ๋ขฐ์„ฑ
Date 2025. 09. 29 Venue KISTI ๋ฐ์ดํ„ฐํ๋ ˆ์ด์…˜์„ผํ„ฐ
โ€ข Agentic AI ํŠธ๋ Œ๋“œ์™€ ๋ฐ์ดํ„ฐํ’ˆ์งˆ๊ด€๋ฆฌ ๋ฐฉ์•ˆ
Date 2025. 09. 15 Venue KISTI ์„œ๋น„์Šค์ง€๋Šฅํ™”ํŒ€
โ€ข Introduction to Continual Learning
Date 2025. 06. 28 Venue ๋Œ€ํ•œ์˜ํ•™์˜์ƒ์ •๋ณดํ•™ํšŒ
โ€ข ์‹ ๋ขฐ๊ฐ€๋Šฅํ•œ ์ธ๊ณต์ง€๋Šฅ์—์„œ์˜ ํƒˆ์˜ฅ ๋ฌธ์ œ
Date 2025. 05. 30 Venue ๊ฒฝ์ƒ๋Œ€ํ•™๊ต ์‚ฐ์—…์‹œ์Šคํ…œ๊ณตํ•™๊ณผ ์„ธ๋ฏธ๋‚˜
โ€ข Trustworthy AI : Jailbreaking and Fairness
Date 2025. 04. 24 Venue ๋ฐ์ดํ„ฐํ”„๋ผ์ด๋ฒ„์‹œ์—ฐ๊ตฌํšŒ
2024
โ€ข ์‹ ๋ขฐ๊ฐ€๋Šฅํ•œ์ธ๊ณต์ง€๋Šฅ: ์ธ๊ณต์ง€๋Šฅ ๋ชจ๋ธ์˜ ์•ˆ์ •์„ฑ๊ณผ ๊ณต์ •์„ฑ
Date 2024. 11. 20 Venue KISTI ๋ฏธ๋ž˜์—ฐ๊ตฌ์ •๋ณดํฌ๋Ÿผ
โ€ข Improving Generalization of Machine Learning Models
Date 2024. 04. 30 Venue ๊ฐ•์›๋Œ€ํ•™๊ต
2023
โ€ข ์ธ๊ณต์ง€๋Šฅ์˜ ๋ฐœ์ „๊ณผ ์‚ฐ์—…์—์„œ์˜ ์‘์šฉ
Date 2023. 10. 20 Venue ์ถฉ์ฒญ์ง€๋ฐฉํ†ต๊ณ„์ฒญ
2022
โ€ข Introduction to Adversarial Attacks in Deep Learning
Date 2022. 11. 06 Venue ๋ฐ์ดํ„ฐ๋งˆ์ด๋‹ํ•™ํšŒ Keynote Speaker
โ€ข Fairness in AI
Date 2022. 08. 25 Venue ๊ณ ๋“ฑ๊ณผํ•™์›(KIAS)
โ€ข Improving Generalization of Machine Learning Models
Date 2022. 08. 16 Venue ํ•œ๊ตญ์ง€์งˆ์ž์›์—ฐ๊ตฌ์›
โ€ข ์ธ๊ณต์ง€๋Šฅ ๋ชจ๋ธ์˜ ๊ธฐ์ˆ  ๊ฐœ๋ฐœ ํ˜„ํ™ฉ๊ณผ ์ผ๋ฐ˜ํ™”์˜ ๋ฌธ์ œ์ 
Date 2022. 03. 23 Venue ๊ธฐ์ƒ์ฒญ ์„ธ๊ณ„๊ธฐ์ƒ์˜๋‚ ์„ธ๋ฏธ๋‚˜
โ€ข Introduction to Fairness Machine Learning
Date 2022. 01. 27 Venue GenesisLab ์ดˆ์ฒญ ์„ธ๋ฏธ๋‚˜
2021
โ€ข Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples
Date 2021. 10. 22 Venue VUNO ์ดˆ์ฒญ ์„ธ๋ฏธ๋‚˜

Courses

2025 Fall โ–ผ
  • ๊ณต๊ฐœSWํ”„๋กœ์ ํŠธ (Open Source Software Project), Dongguk University
  • ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค์„ค๊ณ„ (Database Design), Dongguk University
  • ๋น…๋ฐ์ดํ„ฐ์™€์ธ๊ณต์ง€๋Šฅ์˜์ดํ•ด, Dongguk University
  • N-๊ธฐ๊ณ„ํ•™์Šต (Machine Learning), Dongguk University
  • N-๋ฐ์ดํ„ฐ๊ณผํ•™๊ฐœ์š” (Introduction to Data Science), Dongguk University
  • N-๋จธ์‹ ๋Ÿฌ๋‹์ตœ์ ํ™” (Optimization in Machine Learning), Dongguk University
2025 Spring โ–ผ
  • ๊ณต๊ฐœSWํ”„๋กœ์ ํŠธ (Open Source Software Project), Dongguk University
  • ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค (Database), Dongguk University
  • N-๊ธฐ๊ณ„ํ•™์Šต (Machine Learning), Dongguk University
  • N-๋ฐ์ดํ„ฐ๊ณผํ•™๊ฐœ์š” (Introduction to Data Science), Dongguk University
  • N-๋จธ์‹ ๋Ÿฌ๋‹์ตœ์ ํ™” (Optimization in Machine Learning), Dongguk University
2024 Fall โ–ผ
  • ๊ณต๊ฐœSWํ”„๋กœ์ ํŠธ (Open Source Software Project), Dongguk University
  • ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค์„ค๊ณ„ (Database Design), Dongguk University
  • ์ธ๊ณต์ง€๋Šฅ (Artificial Intelligence), Dongguk University
  • N-๊ธฐ๊ณ„ํ•™์Šต (Machine Learning), Dongguk University
  • N-๋ฐ์ดํ„ฐ๊ณผํ•™๊ฐœ์š” (Introduction to Data Science), Dongguk University
  • N-๋จธ์‹ ๋Ÿฌ๋‹์ตœ์ ํ™” (Optimization in Machine Learning), Dongguk University
2024 Spring โ–ผ
  • ๊ณต๊ฐœSWํ”„๋กœ์ ํŠธ (Open Source Software Project), Dongguk University
  • ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค (Database), Dongguk University
  • ๋จธ์‹ ๋Ÿฌ๋‹ (Machine Learning), Dongguk University
2023 Fall โ–ผ
  • ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค๊ฐœ๋ก  (Introduction to Data Science), Dongguk University
  • ๋ฐ์ดํ„ฐ๋งˆ์ด๋‹ (Data Mining), Dongguk University
  • ๋”ฅ๋Ÿฌ๋‹ (Deep learning), Dongguk University
2023 Spring โ–ผ
  • ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค๊ฐœ๋ก  (Introduction to Data Science), Dongguk University
  • ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค๋ฅผ์œ„ํ•œํŒŒ์ด์ฌํ”„๋กœ๊ทธ๋ž˜๋ฐ (Python Programming for Data Science), Dongguk University
  • ์ˆ˜์น˜ํ•ด์„๋ฐ์ตœ์ ํ™” (Numerical Analysis and Optimization), Dongguk University
  • ๋จธ์‹ ๋Ÿฌ๋‹ (Machine Learning), Dongguk University
2022 Fall โ–ผ
  • ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค๊ฐœ๋ก  (Introduction to Data Science), Dongguk University
  • ๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค๋ฅผ์œ„ํ•œRํ”„๋กœ๊ทธ๋ž˜๋ฐ (R Programming for Data Science), Dongguk University
  • ์–ด๋“œ๋ฐด์Šค๋””์ž์ธ (Adventure Design), Dongguk University
  • ๊ณ ๊ธ‰๋จธ์‹ ๋Ÿฌ๋‹ (Advanced Machine Learning), Dongguk University