30 citations · 90 across the 10 of their papers we have counts for
3 papers · 1 filter
HSVI for zs-POSGs using Concavity, Convexity and Lipschitz Properties
Aurélien Delage, Olivier Buffet, Jilles Dibangoye
Dynamic programming and heuristic search are at the core of state-of-the-art solvers for sequential decision-making problems. In partially observable or collaborative settings (\eg…
Solving infinite-horizon Dec-POMDPs using Finite State Controllers within JESP
Yang You, Vincent Thomas, Francis Colas +1
This paper looks at solving collaborative planning problems formalized as Decentralized POMDPs (Dec-POMDPs) by searching for Nash equilibria, i.e., situations where each agent's po…
Monte Carlo Information-Oriented Planning
Vincent Thomas, Gérémy Hutin, Olivier Buffet
In this article, we discuss how to solve information-gathering problems expressed as rho-POMDPs, an extension of Partially Observable Markov Decision Processes (POMDPs) whose rewar…