I am an MS student at Systems Intelligence Lab in KAIST, advised by Prof. Jinkyoo Park. My research focuses on deep generative models for decision making and probabilistic reasoning. Recently, I’m particularly interested in generative flow networks (GFlowNets) and their applications. Here is my CV (last updated on Jul 2024).

📝 Publications

[J]: Journal, [C]: Conference, [W]: Workshop, [P]: Preprint
* indicates equal contribution.

• [P] Ant Colony Sampling with GFlowNets for Combinatorial Optimization [paper], [code]
  Minsu Kim*, Sanghyeok Choi*, Hyeonah Kim, Jiwoo Son, Jinkyoo Park, Yoshua Bengio
  arXiv 2024
• [P] Genetic-guided GFlowNets: Advancing in Practical Molecular Optimization Benchmark [paper], [code]
  Hyeonah Kim, Minsu Kim, Sanghyeok Choi, Jinkyoo Park
  arXiv 2024
• [C] Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context [paper], [code]
  Jiwoo Son*, Minsu Kim*, Sanghyeok Choi, Hyeonah Kim, Jinkyoo Park
  AAAI 2024
• [P] Rl4co: an extensive reinforcement learning for combinatorial optimization benchmark [paper], [code]
  Federico Berto*, Chuanbo Hua*, Junyoung Park*, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, Sanghyeok Choi, Nayeli Gast Zepeda, André Hottung, Jianan Zhou, Jieyi Bi, Yu Hu, Fei Liu, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Davide Angioni, Wouter Kool, Zhiguang Cao, Qingfu Zhang, Joungho Kim, Jie Zhang, Kijung Shin, Cathy Wu, Sungsoo Ahn, Guojie Song, Changhyun Kwon, Kevin Tierney, Lin Xie, Jinkyoo Park
  arXiv 2023
• [J] Multi-agent reinforcement learning based actuator control for EV HVAC systems [paper]
  Sungho Joo, Dongmin Lee, Minseop Kim, Taeho Lee, Sanghyeok Choi, Seungju Kim, Jeyeol Lee, Joongjae Kim, Yongsub Lim, Jeonghoon Lee
  IEEE Access 2022

📖 Education

• Sep 2023 - Aug 2025 (Expected), MS in Industrial & Systems Engineering, KAIST.
• Mar 2017 - Aug 2023, BBA and BS in Industrial Engineering, Seoul National University.

💻 Experience

• Sep 2022 - Aug 2023, Undergraduate Resercher @ Systems Intelligence Lab, KAIST.
• Jan 2022 - Aug 2022, Machine Learning Research Engineer (Intern) @ MakinaRocks.
• Mar 2021 - Dec 2021, Undergraduate Researcher @ Vision & Learning Lab, Seoul National University.
• Mar 2019 - Jan 2021, Military Service @ R.O.K Airforce.

🎖 Honors and Awards

• Jul 2020, 1st place in Manufacturing Process Optimization with AI (Competition), DACON & LG Science Park.
• May 2020, 1st place in Nowcast Prediction (Competition), DACON & KIMM.
• Oct 2017, Bang Il-Young Scholarship (Full-tuition and living stipend for 3 years), The Bang Il-Young Foundation.