69 citations · 111 across the 27 of their papers we have counts for
Showing 2017 · cs.AIShow all
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cs.AI2017★ 16 cited
Identification and Off-Policy Learning of Multiple Objectives Using Adaptive Clustering
Thommen George Karimpanal, Erik Wilhelm
In this work, we present a methodology that enables an agent to make efficient use of its exploratory actions by autonomously identifying possible objectives in its environment and…
cs.AI2017★ 15 cited
Experience Replay Using Transition Sequences
Thommen George Karimpanal, Roland Bouffanais
Experience replay is one of the most commonly used approaches to improve the sample efficiency of reinforcement learning algorithms. In this work, we propose an approach to select…