360 citations · 2.7k across the 150 of their papers we have counts for
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cs.AI2016★ 2 cited
A Matrix Splitting Perspective on Planning with Options
Pierre-Luc Bacon, Doina Precup
We show that the Bellman operator underlying the options framework leads to a matrix splitting, an approach traditionally used to speed up convergence of iterative solvers for larg…
cs.AI2016
The Option-Critic Architecture
Pierre-Luc Bacon, Jean Harb, Doina Precup
Temporal abstraction is key to scaling up learning and planning in reinforcement learning. While planning with temporally extended actions is well understood, creating such abstrac…