I'm a graduate student in Brain and Machine Intelligence Lab. (BMIL), Soongsil University, Seoul, Republic of Korea.
My primary research interest is deep reinforcement learning, with a focus on decision-making systems. Additionally, I am interested in LLM reasoning for sequential decision-making.
Contact: s a n g e u n p a r k AT s o o n g s i l DOT a c DOT k r
Deep Reinforcement Learning
LLM Reasoning
Autonomous Driving
Offline-to-Online Reinforcement Learning
Soongsil University, Seoul, Republic of Korea
Ph.D., Department of Intelligent Semiconductors (Mar. 2025 -)
Advisor: Professor Minhae Kwon
B.S., School of Electronic Engineering (Mar. 2021 - Feb. 2025)
Advisor: Professor Minhae Kwon
[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.