Taewook Kown

• Dept. of Mathematics and Statistics

• Research Area: Trustworthy AI

• Research Topic: Trustworthy Evaluation of Classification Models with Rank Variability 

• Email: wook4620@gmail.com

Injun Park

• Dept. of Mathematics and Statistics

• Research Area: Trustworthy AI

• Research Topic: Reliable Performance Comparison under Ranking Uncertainty 

• Email: baginjun58@gmail.com 

Hyunseok Lee

• Dept. of Data Science

• Research Area:  Robust & Reliable Data Science 

• Research Topic:  Reliable Evaluation and Learning under Class Imbalance 

• Email: hslee901@gmail.com

Conference Paper

• 2025 KIIS(Korean Institutue of Intelligent Systems) Fall conference

• Title: ε-Smoothed Adaptive Log Weighted Cross Entropy for Stable Class-Imbalanced Learning (Hyunseok Lee*, Seung Ho Go, Jin Hee Yoon)

• Title: Logarithmic Scale Weighted Cross-Entropy for Class-Imbalanced Learning (Seung Ho Go*, Hyunseok Lee, Jin Hee Yoon) - Best Paper Award

Youngbinn Lee

• Dept. of Computer Science and Engineering

• Research Area:  Robust & Reliable Data Science 

• Research Topic:  Robust Cross-Entropy Learning under Noisy and Outlier-Contaminated Data 

• Email: youngbinn5399@gmail.com

Conference Paper

• 2025 ISIS(International Symposium on Advanced Intelligent Systems) conference

• Title: Capped Cross-Entropy Loss for Robust Classification (Youngbinn Lee*, Junhyoung Joo, Sung-Kwun Oh, Jin Hee Yoon)

• Title: Soft Probability Flooring for Stable Learning: Revisiting Cross-Entropy under outliers  (Junhyoung Joo*, Youngbinn Lee, Sung-Kwun Oh, Jin Hee Yoon) 

- Best Presentation Award

Jehui Kim

• Dept. of Physics and Astronomy

• Research Area: Foundational AI & Optimization 

• Research Topic: Learnable Polynomial Soft Gates for Adaptive Activation Functions 

• Email: rlawpgml04@gmail.com 

Seung Yun Jeon

• Dept. of Mechanical Engineering

• Research Area: Foundational AI & Optimization 

• Research Topic:  Phase-Adaptive Soft Gate Activation Functions for Stable and Expressive Deep Learning 

• Email: jacobjeon13@gmail.com 

Seung Ho Go

• Dept. of Software

• Research Area:  Robust & Reliable Data Science 

• Research Topic:  Design of Cross-Entropy for Class-Imbalanced Classification

• Email: qaws4268@gmail.com 

Conference Paper

• 2025 KIIS(Korean Institutue of Intelligent Systems) Fall conference

• Title: Logarithmic Scale Weighted Cross-Entropy for Class-Imbalanced Learning (Seung Ho Go*, Hyunseok Lee, Jin Hee Yoon) - Best Paper Award

• Title: ε-Smoothed Adaptive Log Weighted Cross Entropy for Stable Class-Imbalanced Learning (Hyunseok Lee, Seung Ho Go, Jin Hee Yoon)

Junhyoung Joo

• Dept. of Computer Science and Engineering

• Research Area:  Robust & Reliable Data Science 

• Research Topic:  Noise-Resilient Cross-Entropy with Controlled Sensitivity to Outliers

• Email: danieljoo04@gmail.com 

Conference Paper

• 2025 ISIS(International Symposium on Advanced Intelligent Systems) conference

• Title: Soft Probability Flooring for Stable Learning: Revisiting Cross-Entropy under outliers  (Junhyoung Joo*, Youngbinn Lee, Sung-Kwun Oh, Jin Hee Yoon) 

- Best Presentation Award

• Title: Capped Cross-Entropy Loss for Robust Classification (Youngbinn Lee*, Junhyoung Joo, Sung-Kwun Oh, Jin Hee Yoon)

Han Ki Kim

• Dept. of Mathematics and Statistics

• Research Area: 

• Research Topic: 

• Email: kimhanki5455@gmail.com 

Jian Kim

• Dept. of Mathematics and Statistics

• Research Area: 

• Research Topic: 

• Email: kjian254416@gmail.com 

Jong Seo Park

• Dept. of Mathematics and Statistics

• Research Area: 

• Research Topic: 

• Email: parkbrightseo@gmail.com

2026년 10월 6일 전역 예정 !!!😍