271 citations · 503 across the 5 of their papers we have counts for
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cs.AI2015★ 6 cited
Value Iteration with Options and State Aggregation
Kamil Ciosek, David Silver
This paper presents a way of solving Markov Decision Processes that combines state abstraction and temporal abstraction. Specifically, we combine state aggregation with the options…
cs.AI2012★ 31 cited
Compositional Planning Using Optimal Option Models
David Silver, Kamil Ciosek
In this paper we introduce a framework for option model composition. Option models are temporal abstractions that, like macro-operators in classical planning, jump directly from a…