John Lathrop

Model Predictive Trees: Sample-Efficient Receding Horizon Planning with Reusable Tree Search

We present Model Predictive Trees (MPT), a receding horizon tree search algorithm that improves its performance by reusing information efficiently. Whereas existing solvers reuse only the highest-quality trajectory from the previous iteration as a "hotstart", our method reuses the entire optimal sub…