Jongmin Lee

Jongmin Lee (이종민)

E-mail: jmlee@ai.kaist.ac.kr

Education

2017. 03. - Current: PhD Student, School of Computing, KAIST, Korea (Advisor: Kee-Eung Kim)

2015. 03. - 2017. 02.: MS, School of Computing, KAIST, Korea (Advisor: Kee-Eung Kim)

  • Thesis: Constrained Bayesian Reinforcement Learning via Approximate Linear Programming

2009. 03. - 2014. 02.: BS, Department of Computer Science and Engineering, Seoul National University, Korea

Publications

International Conference

  • Jongmin Lee, Geon-Hyeong Kim, Pascal Poupart, and Kee-Eung Kim, "Monte-Carlo Tree Search for Constrained POMDPs", NeurIPS, 2018
  • Jongmin Lee, Youngsoo Jang, Pascal Poupart, and Kee-Eung Kim, "Constrained Bayesian Reinforcement Learning via Approximate Linear Programming", IJCAI, 2017
  • Byung-Jun Lee, Jongmin Lee, and Kee-Eung Kim, "Hierarchically-partitioned Gaussian Process Approximation", AISTATS, 2017
  • Teakgyu Hong, Jongmin Lee, Kee-Eung Kim, Pedro A. Ortega, and Daniel Lee, "Bayesian Reinforcement Learning with Behavioral Feedback", IJCAI, 2016.

International Journal

  • Jang Won Bae, Junseok Lee, Do-Hyung Kim, Kanghoon Lee, Jongmin Lee, Kee-Eung Kim and Il-Chul Moon, "Layered Behavior Modeling via Combining Descriptive and Prescriptive Approaches: a Case Study of Infantry Company Engagement ", IEEE Transactions on System, Man, and Cybernetics: Systems, 2018

International Workshop

  • Jongmin Lee, Geon-Hyeong Kim, Pascal Poupart, and Kee-Eung Kim, "Monte-Carlo Tree Search for Constrained MDPs", ICML Workshop on Planning and Learning (PAL-18) , 2018
  • Jongmin Lee, Youngsoo Jang, Pascal Poupart, and Kee-Eung Kim, "Constrained Bayesian Reinforcement Learning via Approximate Linear Programming", Scaling-Up Reinforcement Learning Workshop at ECML PKDD (SURL), 2017
  • Daehyun Lee, Jongmin Lee, and Kee-Eung Kim, "Multi-View Automatic Lip-Reading using Neural Network", ACCV Workshop on Multi-view Lip-reading/Audio-visual Challenges, 2016

Domestic

  • Jongmin Lee, Jungpyo Hong, Jaeyoung Park, Kanghoon Lee, Kee-Eung Kim, Il-Chul Moon, and Jae-Hyun Park, "Case Studies on Planning and Learning for Large-Scale CGFs with POMDPs through Counterfire and Mechanized Infantry Scenarios", KIISE Transactions on Computing Practices, 2017
  • Jungpyo Hong, Jongmin Lee, Kanghoon Lee, Sanggyu Han, Kee-Eung Kim, Il-Chul Moon, and Jae-Hyeon Park, "A Case Study on Planning and Learning for Large-Scale CGFs with POMDPs", 한국정보과학회 학술발표논문집, 2016
  • Joon Shik Kim, Jongmin Lee, Chung-Yeon Lee, Beom-Jin Lee, Byoung-Tak Zhang, "Prediction of Cognitive Tasks via Hypernetwork Sampling of EEG Data", 한국정보과학회 학술발표논문집, 2012

Awards and Honors

  • NIPS Travel Award, 2018
  • Society of Global Ph.D. Fellows Outstanding Presentation Award, 5th SGPF Annual Conference, 2018
  • Global Ph.D. Fellowship, National Research Foundation of Korea, 2018 ~
  • Naver Ph.D. Fellowship, NAVER, 2017

Academic Talks

Monte-Carlo Tree Search for Constrained (PO)MDPs

  • 2018. 12. 05. Thirty-second Conference on Neural Information Processing Systems (NeurIPS-18)
  • 2018. 11. 29. MARS AI Workshop 2018, @ KAIST
  • 2018. 11. 10. 5th SGPF Annual Conference 2018 (Society of Global Ph.D. Fellows; SGPF)
  • 2018. 07. 15. ICML Workshop on Planning and Learning (PAL-18)
  • 2018. 03. 07. NAVER, Korea

Constrained Bayesian Reinforcement Learning via Approximate Linear Programming

  • 2017. 11. 15. 2nd Asian Workshop on Reinforcement Learning (AWRL'17)
  • 2017. 09. 18. 1st Scaling-Up Reinforcement Learning Workshop at ECML PKDD (SURL-17)
  • 2017. 08. 24. 26th International Joint Conference on Artificial Intelligence (IJCAI-17)

Reviewer

  • ICML (2019)
  • NeurIPS (2016, 2018, 2019)
  • Machine Learning Journal (2017, 2019)

Teaching Experiences

  • Data Structure (CS206), TA, KAIST, 2019
  • Introduction to Programming (CS101), Head TA, KAIST, 2018
  • Artificial Intelligence and Machine Learning (CS570), TA, KAIST, Spring 2016
  • Artificial Intelligence and Machine Learning, TA, KMOOC, Fall 2015
  • Peer group seminar: Agile web development for non-majors (009.032), Seoul National University, Fall 2012

Extracurricular Activities

  • Student Representative of School of Computing, KAIST, 2017. 1 ~ 2017. 12
  • Student Vice Representative of School of Computing, KAIST, 2015. 3 ~ 2016. 2