cv
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General Information
| Full Name | Sunghoon Hong |
| Date of Birth | 5th November 1994 |
| Languages | Korean, English, Japanese |
Education
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2020 - 2022 M.S.
Korea Advanced Insitute of Science and Technology, Seoul, Korea - Advised by Prof. Kee-Eung Kim
- Reseach on Deep Reinforcement Learning
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2014 - 2020 B.S.
Yonsei University, Seoul, Korea - Major in Computer Science
- 2 years for military service
Experience
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2022 - Present Research Scientist
LG AI Research - Conducting research on Physical AI, especially robotics.
- Developed reinforcement learning methods for optimizing petrochemical plant scheduling (recognized with the 2025 LG Award)
- Proposed combinatorial optimization approaches for circuit design
Honors and Awards
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2025 - 2025 LG Awards (LG Corporation)
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2020 - Winner of L2RPN WCCI 2020 Challenge (RTE France)
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2019 - AI Scholarship (Yonsei University)
Academic Interests
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Deep Reinforcement Learning
- Environment Design & Shaping
- Offline-to-Online Reinforcment Learning
- Search-Guided Reinforcement Learning
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Vision-Language-Action Model
- VLAs for Robotics
Other Interests
- Hobbies: swimming and working out, etc.