Hello! I am a Ph.D. candidate in Computer Science and Engineering at Seoul National University, and am working as a member of Vision & Learning Lab.
My research interests mainly lie in deep reinforcement learning, discovery and abstraction of behaviors at scale, and generalization of learned behaviors to new tasks or domains.
Education
- Seoul National University (SNU) (Mar. 2018 - Aug. 2023 (expected))
- M.S./Ph.D. student in Computer Science and Engineering
- Advisor: Professor Gunhee Kim and Professor Hyun Oh Song
- Korea Advanced Institute of Science and Technology (KAIST) (Feb. 2010 - Jun. 2017)
- B.S. in Computer Science
- Graduated summa cum laude
Publications
![]() | Constrained GPI for Zero-Shot Transfer in Reinforcement Learning Jaekyeom Kim, Seohong Park, Gunhee Kim NeurIPS 2022 [paper] [arxiv] [talk] [code] |
![]() | Lipschitz-constrained Unsupervised Skill Discovery Seohong Park, Jongwook Choi*, Jaekyeom Kim*, Honglak Lee, Gunhee Kim (*equal contribution) ICLR 2022 [paper] [arxiv] [project] [code] |
![]() | Time Discretization-Invariant Safe Action Repetition for Policy Gradient Methods Seohong Park, Jaekyeom Kim, Gunhee Kim NeurIPS 2021 [paper] [appx] [arxiv] [talk] [code] |
![]() | Unsupervised Skill Discovery with Bottleneck Option Learning Jaekyeom Kim*, Seohong Park*, Gunhee Kim (*equal contribution) ICML 2021 [paper] [appx] [arxiv] [talk] [code] |
![]() | Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration Jaekyeom Kim, Minjung Kim, Dongyeon Woo, Gunhee Kim ICLR 2021 [paper] [arxiv] [talk] [code] |
![]() | Model-Agnostic Boundary-Adversarial Sampling for Test-Time Generalization in Few-Shot Learning Jaekyeom Kim, Hyoungseok Kim, Gunhee Kim ECCV 2020 (Oral) [paper] [appx] [talk] [code] |
![]() | EMI: Exploration with Mutual Information Hyoungseok Kim*, Jaekyeom Kim*, Yeonwoo Jeong, Sergey Levine, Hyun Oh Song (*equal contribution) ICML 2019 (Long talk) [paper] [supp] [arxiv] [talk] [code] |
Honors & Awards
- Star Student Researcher Award (Feb. 2023, Brain Korea (BK21) FOUR Intelligence Computing, Seoul National University)
- Youlchon AI Star Fellowship (Jul. 2022, Youlchon Foundation)
- Naver PhD Fellowship (Dec. 2021, Naver)
- Google PhD Fellowship - Area: Machine Learning (Sep. 2021, Google)
- Samsung Humantech Paper Award - Silver Prize in Signal Processing (Feb. 2021, Samsung Electronics)
- Qualcomm Innovation Fellowship Korea (Dec. 2020, Qualcomm AI Research)
- On-Dream Outstanding Scholar Award (Dec. 2020, Hyundai Motor Chung Mong-Koo Foundation)
- On-Dream Future Talent Graduate Scholarship (Jul. 2020, Hyundai Motor Chung Mong-Koo Foundation)
- Kwanjeong Domestic Scholarship (Apr. 2018, Kwanjeong Educational Foundation)
- Summa Cum Laude Honor (Feb. 2018, Korea Advanced Institute of Science and Technology)