Pascal Stenger

Monte-Carlo Tree Search with Uncertainty Propagation via Optimal Transport

This paper introduces a novel backup strategy for Monte-Carlo Tree Search (MCTS) tailored for highly stochastic and partially observable Markov decision processes. We adopt a probabilistic approach, modeling both value and action-value nodes as Gaussian distributions, to introduce a novel backup ope…