1k citations · 2.2k across the 34 of their papers we have counts for
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cs.LG2016★ 39 cited
Adaptive Skills, Adaptive Partitions (ASAP)
Daniel J. Mankowitz, Timothy A. Mann, Shie Mannor
We introduce the Adaptive Skills, Adaptive Partitions (ASAP) framework that (1) learns skills (i.e., temporally extended actions or options) as well as (2) where to apply them. We…
cs.LG2016★ 11 cited
Iterative Hierarchical Optimization for Misspecified Problems (IHOMP)
Daniel J. Mankowitz, Timothy A. Mann, Shie Mannor
For complex, high-dimensional Markov Decision Processes (MDPs), it may be necessary to represent the policy with function approximation. A problem is misspecified whenever, the rep…