333 citations · 684 across the 37 of their papers we have counts for
3 papers · 1 filter
Optimal and Approximate Q-value Functions for Decentralized POMDPs
Frans A. Oliehoek, Matthijs T. J. Spaan, Nikos Vlassis
Decision-theoretic planning is a popular approach to sequential decision making problems, because it treats uncertainty in sensing and acting in a principled way. In single-agent f…
Perseus: Randomized Point-based Value Iteration for POMDPs
M. T. J. Spaan, N. Vlassis
Partially observable Markov decision processes (POMDPs) form an attractive and principled framework for agent planning under uncertainty. Point-based approximate techniques for POM…
Exploiting Agent and Type Independence in Collaborative Graphical Bayesian Games
Frans A. Oliehoek, Shimon Whiteson, Matthijs T. J. Spaan
Efficient collaborative decision making is an important challenge for multiagent systems. Finding optimal joint actions is especially challenging when each agent has only imperfect…