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publications

Towards Defensive Autonomous Driving: Collecting and Probing Driving Demonstrations of Mixed Qualities

Jeongwoo Oh, Gunmin Lee, Jeongeun Park, Wooseok Oh, Jaeseok Heo, Hojun Chung, Do Hyung Kim, Byungkyu Park, Chang-Gun Lee, Sungjoon Choi, and Songhwai Oh

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022.

paper | project page

RIANet: Road Graph and Image Attention Network for Urban Autonomous Driving

Timothy Ha, Jeongwoo Oh, Hojun Chung, Gunmin Lee, and Songhwai Oh

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022.

paper

MAC-ID: Multi-Agent Reinforcement Learning with Local Coordination for Individual Diversity

Hojun Chung, Jeongwoo Oh, Jaeseok Heo, Gunmin Lee, and Songhwai Oh

IEEE International Conference on Robotics and Automation (ICRA), 2024.

paper

Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees

Dohyeong Kim, Taehyun Cho, Seungyub Han, Hojun Chung, Kyungjae Lee, and Songhwai Oh

Advances in Neural Information Processing Systems (NeurIPS), 2024. (Accepted)

Adversarial Environment Design via Regret-Guided Diffusion Models

Hojun Chung, Junseo Lee, Minsoo Kim, Dohyeong Kim, and Songhwai Oh

Advances in Neural Information Processing Systems (NeurIPS), 2024. (Spotlight, Accepted)

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teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

Teaching experience 2

Workshop, University 1, Department, 2015