Michael Lim

Optimality Guarantees for Particle Belief Approximation of POMDPs (Abstract Reprint)

Partially observable Markov decision processes (POMDPs) provide a flexible representation for real-world decision and control problems. However, POMDPs are notoriously difficult to solve, especially when the state and observation spaces are continuous or hybrid, which is often the case for physical…