93 citations · 130 across the 3 of their papers we have counts for
3 papers
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.LG2014★ 93 cited
Move Evaluation in Go Using Deep Convolutional Neural Networks
Chris J. Maddison, Aja Huang, Ilya Sutskever +1
The game of Go is more challenging than other board games, due to the difficulty of constructing a position or move evaluation function. In this paper we investigate whether deep c…
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…