96 citations · 456 across the 88 of their papers we have counts for
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cs.AI2015★ 6 cited
Constructing Abstraction Hierarchies Using a Skill-Symbol Loop
George Konidaris
We describe a framework for building abstraction hierarchies whereby an agent alternates skill- and representation-acquisition phases to construct a sequence of increasingly abstra…
cs.AI2015★ 60 cited
Reinforcement Learning with Parameterized Actions
Warwick Masson, Pravesh Ranchod, George Konidaris
We introduce a model-free algorithm for learning in Markov decision processes with parameterized actions-discrete actions with continuous parameters. At each step the agent must se…