I'm a Ph.D. student in Brain and Machine Intelligence Lab. (BMIL), Sungkyunkwan University (SKKU), Republic of Korea.
My primary research interest is deep reinforcement learning, with a focus on decision-making systems. Additionally, I am interested in autonomous driving and LLM.
Contact: s a n g e u n DOT p a r k AT s k k u DOT e d u CV Link
Deep Reinforcement Learning
Autonomous Driving
LLM
Offline-to-Online Reinforcement Learning
Sungkyunkwan University (SKKU), Republic of Korea
Ph.D., Department of Electrical and Computer Engineering (Mar. 2025 -)
Advisor: Professor Minhae Kwon
Soongsil University, Republic of Korea
B.S., School of Electronic Engineering (Mar. 2021 - Feb. 2025)
Senior Project (Rank: 1/193) - Inference on Driving Characteristics with Partially Observed Trajectory Datasets for Decision-making
Advisor: Professor Minhae Kwon
[Jun. 2026] Our paper has been accepted at International Conference on Machine Learning (ICML) RLxF: Reinforcement Learning from World Feedback Workshop.
[May. 2026] Our paper has been accepted at International Conference on Machine Learning (ICML) WiML Workshop.
[May. 2026] Our two papers have been accepted at International Conference on Machine Learning (ICML) Decision-Making from Offline Datasets to Online Adaptation: Black-Box Optimization to Reinforcement Learning Workshop.
[May. 2026] Our international conference paper "Multi^2: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments," has been accepted to International Conference on Machine Learning (ICML)!
[Apr. 2026] Our domestic conference paper "Decision-Making Based on Decision Transformer in Space Reward Environment" has been presented to the Joint Conference on Communications and Information (JCCI).
[Mar. 2026] Transfer Admission, Department of Electrical and Computer Engineering, Sungkyunkwan Graduate School, Republic of Korea.
[Nov. 2025] Won an AI SeoulTech Graduate Scholarship from Seoul Scholarship Foundation.
[Oct. 2025] Won Travel Funding from Conference on Neural Information Processing Systems (NeurIPS) WiML Workshop.
[Oct. 2025] Our paper has been accepted at Conference on Neural Information Processing Systems (NeurIPS) Efficient Reasoning Workshop.
[Sep. 2025] Our paper has been accepted at Conference on Neural Information Processing Systems (NeurIPS) WiML Workshop.
[Aug. 2025] Won a Graduate Research Fellowship from the National Research Foundation of Korea.
[Jun. 2025] Our domestic journal article "Inference on Driving Characteristic Based on Time-series Partial Observation of Vehicle," has been chosen as the best paper in J-KICS.
[Mar. 2025] Invited to Upper Bound 2025 hosted by AMII, Edmonton, Canada!
[Mar. 2025] Graduate Admission, Department of Intelligent Semiconductors, Soongsil Graduate School, Seoul, Republic of Korea.
[Feb. 2025] Our domestic journal article "xLSTM-based Noise-robust Driving Characteristic Inference Network for V2I Systems," has been accepted to Transactions of the Korean Society of Automotive Engineers (T-KSAE).
[Jan. 2025] Our domestic journal article "Inference on Driving Characteristic Based on Time-series Partial Observation of Vehicle," has been accepted to The Journal of Korean Institute of Communications and Information Sciences (J-KICS).
[Dec. 2024] Won the Donggyo Human Talent Award, Surim Foundation.
[Nov. 2024] Won the Top Excellence Award of Soongsil Patent Competition, Soongsil University.
[Nov. 2024] Our domestic conference paper "V2I-Based Driving Characteristics Inference Model" has been chosen as the best paper in KSAE.
[Nov. 2024] Our domestic conference paper "V2I-Based Driving Characteristics Inference Model" has been presented to the Korean Society of Automotive Engineers (KSAE).
[Nov. 2024] Our domestic conference paper "Inference on Driving Characteristics with Partially Observed Trajectory Datasets" has been presented to the Korean Society of Automotive Engineers (KSAE).
[Oct. 2024] Won the President’s Award in the Senior Design Competition at Soongsil University.
[Oct. 2024] Won the Outstanding Undergraduate Scholarship, School of Electronic Engineering, Soongsil University.
[May 2024] Our paper has been accepted at IEEE International Conference on Robotics and Automation (IEEE ICRA) HRI Workshop.
[Apr. 2024] Our domestic conference paper "Enhancing Traffic Flow in On-ramp Merging Through DDPG-based Autonomous Vehicle" has been presented to the Joint Conference on Communications and Information (JCCI).
[Dec. 2023] Undergraduate Researcher, Brain and Machine Intelligence Lab., School of Electronic Engineering, Soongsil University, Seoul, Republic of Korea.
[Nov. 2023] Won the Second Prize in the 41st Hyungnam Science Competition, Soongsil University.
[Nov. 2022] Won the Top Prize of the 40th Hyungnam Science Competition, Soongsil University.