Generating SAS+ Planning Tasks of Specified Causal Structure
- Michael Katz
- Junkyu Lee
- et al.
- 2023
- SoCS 2023
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
K∗ and Partial Order Reduction for Top-quality Planning
- 2023
- SoCS 2023
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
Top collaborators
MK
Michael Katz
Principal Research Staff Member
SS
Shirin Sohrabi
Principal Research Scientist, Research Manager