51 citations · 94 across the 8 of their papers we have counts for
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cs.AI2018
Learning Robust Options
Daniel J. Mankowitz, Timothy A. Mann, Pierre-Luc Bacon +2
Robust reinforcement learning aims to produce policies that have strong guarantees even in the face of environments/transition models whose parameters have strong uncertainty. Exis…
cs.AI2015
Bootstrapping Skills
Daniel J. Mankowitz, Timothy A. Mann, Shie Mannor
The monolithic approach to policy representation in Markov Decision Processes (MDPs) looks for a single policy that can be represented as a function from states to actions. For the…