516 citations · 800 across the 9 of their papers we have counts for
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cs.AI2014★ 516 cited
Online Planning Algorithms for POMDPs
Stéphane Ross, Joelle Pineau, Sébastien Paquet +1
Partially Observable Markov Decision Processes (POMDPs) provide a rich framework for sequential decision-making under uncertainty in stochastic domains. However, solving a POMDP is…
cs.AI2012★ 51 cited
Model-Based Bayesian Reinforcement Learning in Large Structured Domains
Stephane Ross, Joelle Pineau
Model-based Bayesian reinforcement learning has generated significant interest in the AI community as it provides an elegant solution to the optimal exploration-exploitation tradeo…