Use Case ExtensionsΒΆ
The interfaces provided by pomdp_py should support projects in these directions (and more):
POMDP for RL (Reinforcement Learning)
Learn a
PolicyModel
(model-free)Learn a
TransitionModel
andObservationModel
(model-based)
Multi-Agent POMDPs
Define multiple
Agent
classes.
Object-Oriented POMDPs
The Object-Oriented POMDP (OO-POMDP) already has its interfaces implemented in
oopomdp
.
Task Transfer or Transfer Learning
Define multiple
Agent
classes.
Planning Algorithm Research
Use existing POMCP or POUCT as baslines.