Sangeun Park, Chanin Eom, Minhae Kwon, "Offline-to-Online Reinforcement Learning for Driving Style-aware Policy Adaptation in Mixed Traffic," IEEE Transactions on Intelligent Transportation Systems, under review. (Rating: Q1, IF 8.4, Rank: 5/183, Top 2.5%)
Sangeun Park, Minhae Kwon, Anonymous submission – Offline-to-Online RL with LLM, Top AI Conference, under review.
Sangeun Park, Minhae Kwon, "Multi-Agent LLMs with Offline Reinforcement Learning for Hierarchical Multi-turn Decision-Making," Conference on Neural Information Processing Systems (NeurIPS) Efficient Reasoning Workshop, December 2025.
Sangeun Park, Minhae Kwon, "Hierarchical Decision-making via Multi-turn Reinforcement Learning," Conference on Neural Information Processing Systems (NeurIPS) WiML Workshop, December 2025. (Contributed Talk) [Video]
Sangeun Park, Chanin Eom, Jaehwi Lee, Dongsu Lee, Minhae Kwon, "Enhancing Traffic Flow in On-ramp Merging Through Autonomous Vehicles Based on Deep Reinforcement Learning," IEEE International Conference on Robotics and Automation (IEEE ICRA) HRI Workshop, May 2024. (Spotlight Talk) [Video] [Media]
Sangeun Park, Chanin Eom, Minhae Kwon, "xLSTM-based Noise-robust Driving Characteristic Inference Network for V2I Systems," Transactions of the Korean Society of Automotive Engineers (T-KSAE), vol.33, no.07, pp.487-502, July 2025.
Sangeun Park, Chanin Eom, Minhae Kwon, "Inference on Driving Characteristic Based on Time-series Partial Observation of Vehicle," The Journal of Korean Institute of Communications and Information Sciences (J-KICS), vol.50, no.06, pp.858-874, June 2025. (Best Paper Award) [Media]
Sangeun Park, Chanin Eom, Minhae Kwon, "V2I-Based Driving Characteristics Inference Model," Korean Society of Automotive Engineers (KSAE) Fall Conference, November 2024. (Best Paper Award) [Media]
Sangeun Park, Chanin Eom, Minhae Kwon, "Inference on Driving Characteristics with Partially Observed Trajectory Datasets," Korean Society of Automotive Engineers (KSAE) Fall Conference, November 2024. [Video]
Sangeun Park, Chanin Eom, Dongsu Lee, Minhae Kwon, "Enhancing Traffic Flow in On-ramp Merging Through DDPG-based Autonomous Vehicle," Joint Conference on Communications and Information (JCCI), April 2024. [Video]