Junkyu Lee

Overview

Title

Research Scientist

Location

IBM Research - Yorktown Heights Yorktown Heights, NY USA

Bio

I am interested in designing algorithms for solving large-scale sequential decision-making problems. My research focuses on inference and learning algorithms in graphical models, AI planning, and reinforcement learning.

Publications

A New Bounding Scheme for Influence Diagrams
- - Radu Marinescu
  - Junkyu Lee
  - et al.
- 2021
- AAAI 2021
Submodel Decomposition Bounds for Influence Diagrams
- - Junkyu Lee
  - Radu Marinescu
  - et al.
- 2021
- AAAI 2021
Heuristic AND/OR search for solving influence diagrams
- - Junkyu Lee
  - Radu Marinescu
  - et al.
- 2020
- SoCS 2020
A weighted mini-bucket bound for solving influence diagrams
- - Junkyu Lee
  - Radu Marinescu
  - et al.
- 2019
- UAI 2019
And/or search for marginal map
- - Radu Marinescu
  - Junkyu Lee
  - et al.
- 2018
- JAIR
Anytime best+depth-first search for bounding marginal MAP
- - Radu Marinescu
  - Junkyu Lee
  - et al.
- 2017
- AAAI 2017
From exact to anytime solutions for marginal MAP
- - Junkyu Lee
  - Radu Marinescu
  - et al.
- 2016
- AAAI 2016
Applying search based probabilistic inference algorithms to probabilistic conformant planning: Preliminary results
- - Junkyu Lee
  - Radu Marinescu
  - et al.
- 2016
- ISAIM 2016

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