93 citations · 487 across the 42 of their papers we have counts for
Showing 2015Show all
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cs.AI2015★ 56 cited
True Online Temporal-Difference Learning
Harm van Seijen, A. Rupam Mahmood, Patrick M. Pilarski +2
The temporal-difference methods TD() and Sarsa() form a core part of modern reinforcement learning. Their appeal comes from their good performance, low computational cost, an…
cs.LG2015★ 34 cited
State of the Art Control of Atari Games Using Shallow Reinforcement Learning
Yitao Liang, Marlos C. Machado, Erik Talvitie +1
The recently introduced Deep Q-Networks (DQN) algorithm has gained attention as one of the first successful combinations of deep neural networks and reinforcement learning. Its pro…