Ori Sztyglic

Speeding up POMDP Planning via Simplification

In this paper, we consider online planning in par-tially observable domains. Solving the corresponding POMDP problem is a very challenging task, particularly in an online setting. Our key contribution is a novel algorithmic approach, Simplified Information Theoretic Belief Space Planning (SITH-BSP),…