π Hello, I'm Beanie
Jeonghye Kim
KAIST Graduate school of Electrical Engineering
I'm a Ph.D. student at KAIST, advised by Prof. Youngchul Sung. My research focuses on developing automated agents with high applicability in real-world contexts. To achieve this goal, I am actively involved in data-driven reinforcement learning (RL) and RL integrated with LLMs.
News
May. 2025
Three papers, including one spotlight poster, have been accepted to ICML 2025!
Sep. 2024
QCS has been accepted to NeurIPS 2024 and will be presented in Vancouver, Canada π¨π¦
Jan. 2024
DC has been accepted to ICLR 2024 as a spotlight presentation! See you in Vienna, Austria π¦πΉ
Mar. 2024
Iβve started as a research intern at LG AI Research!
Apr. 2023
My first paper, LESSON, has been accepted to ICML 2023! I hope to see you in Hawaii, USA πΊπΈ
Publications
Penalizing Infeasible Actions and Reward Scaling in Reinforcement Learning with Offline Data
Jeonghye Kim, Yongjae Shin, Whiyoung Jung, Sunghoon Hong, Deunsol Yoon, Youngchul Sung, Kanghoon Lee, Woohyung Lim
*Work done during the LG AI Internship
ICML 2025
Spotlight (Top 2.6%)
Online Pre-Training for Offline-to-Online Reinforcement Learning
Yongjae Shin, Jeonghye Kim, Whiyoung Jung, Sunghoon Hong, Deunsol Yoon, Youngsoo Jang, Geon-Hyeong Kim, Jongseong Chae, Youngchul Sung, Kanghoon Lee, Woohyung Lim
*Work done during the LG AI Internship
ICML 2025
ARS: Adaptive Reward Scaling for Multi-Task Reinforcement Learning
Myungsik Cho, Jongeui Park, Jeonghye Kim, Youngchul Sung
ICML 2025
Adaptive Q-Aid for Conditional Supervised Learning in Offline Reinforcement Learning
Jeonghye Kim, Suyoung Lee, Woojun Kim, Youngchul Sung
NeurIPS 2024
Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
Jeonghye Kim, Suyoung Lee, Woojun Kim*, Youngchul Sung*
ICLR 2024
Spotlight (Top 5%)
Woojun Kim*, Jeonghye Kim*, Youngchul Sung (*: equal contribution)
ICML 2023
Education
2015.03-2022.02
π©βπ» B.S. in School of Computing, KAIST (Cum laude)
Work Experience
2025.03~
π©βπΌ Research Intern @ Machine Intelligence Lab, SNU
2024.03-2024.12
Research Intern @ LG AI Research
2020.06-2021.11
πͺ΄ CEO @ Dearplants
2018 winter
π©βπΌ Research Intern @ CSS Lab, SNU
Academic Services
Reviewer
: NeurIPS (2024), ICLR (2024, 2025), ICML (2024, 2025), FMDM@NeurIPS (2023)