Hierarchical Reinforcement Learning with AI Planning Models
- Junkyu Lee
- Michael Katz
- et al.
- 2023
- NeurIPS 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
Credal Marginal MAP
- Radu Marinescu
- Debarun Bhattacharjya
- et al.
- 2023
- NeurIPS 2023
K∗ Search Over Orbit Space for Top-k Planning
- 2023
- IJCAI 2023
Model-free Causal Reinforcement Learning with Causal Diagrams
- Junkyu Lee
- Tian Gao
- et al.
- 2023
- IJCAI 2023
Learning Parameterized Policies for Planning Annotated RL
- Harsha Kokel
- Junkyu Lee
- et al.
- 2023
- IJCAI 2023
Generating SAS+ Planning Tasks of Specified Causal Structure
- Michael Katz
- Junkyu Lee
- et al.
- 2023
- SoCS 2023
K∗ and Partial Order Reduction for Top-quality Planning
- 2023
- SoCS 2023
On K* Search for Top-k Planning
- Junkyu Lee
- Michael Katz
- et al.
- 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
Projects
Top collaborators
MK
Michael Katz
Principal Research Staff Member
SS
Shirin Sohrabi
Principal Research Scientist, Research Manager
DA
Don Joven Agravante
Research Scientist
RM
Radu Marinescu
Research Staff Member