Suhyeok Jang

About

I am an M.S./Ph.D. student at Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin. Previously, I received my B.S. in Industrial and Management Engineering at Korea University in 2024. My recent research interests lie in robotics foundation models, especially for Vision-Language-Action (VLA) models, and I previously worked on developing robust classifiers against adversarial attacks.

Publications

(*: Equal contribution, C: Conferences, J: Journal, W: Workshop, P: Preprint).

[J1] Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness thumbnail

[J1] Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness

Suhyeok Jang*, Seojin Kim*, Jinwoo Shin, Jongheon Jeong

Transactions on Machine Learning Research (TMLR), 2024

Paper Arxiv Code

[P1] Verifier-free Test-Time Sampling for Vision Language Action Models thumbnail

[P1] Verifier-free Test-Time Sampling for Vision Language Action Models

Suhyeok Jang, Dongyoung Kim, Changyeon Kim, Youngsuk Kim, Jinwoo Shin

arXiv Preprint, 2025

Arxiv

Education

Korea Advanced Institute of Science and Technology (KAIST) Sep. 2024 - Current

M.S./Ph.D. Student in Graduate School of Artificial Intelligence

Korea University Mar. 2018 - Aug. 2024

B.S. in Industrial and Management Engineering

Experience

Undergraduate Researcher Mar. 2024 - Aug. 2024

Algorithmic Intelligence Laboratory (ALIN-Lab) (advised by Prof. Jinwoo Shin)

Undergraduate Researcher Nov. 2023 - Mar. 2024

Universal Transfer Learning (UTL) Lab (advised by Prof. Donghyun Kim)

Research Intern Mar. 2023 - Aug. 2023

NCSOFT Speech AI Lab

Honors & Awards

1st Award in the 2023 K-Data Science Hackathon, Ministry of Science and ICT Nov. 2023

Dean’s List, Korea University 2nd 2023