most citedForgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations

2 citations · 2 across the 1 of their papers we have counts for

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2 papers

cs.LG2020★ 2 cited

Forgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations

Alexey Skrynnik, Aleksey Staroverov, Ermek Aitygulov +3

Currently, deep reinforcement learning (RL) shows impressive results in complex gaming and robotic environments. Often these results are achieved at the expense of huge computation…

cs.AI2019

Hierarchical Deep Q-Network from Imperfect Demonstrations in Minecraft

Alexey Skrynnik, Aleksey Staroverov, Ermek Aitygulov +3

We present Hierarchical Deep Q-Network (HDQfD) that took first place in the MineRL competition. HDQfD works on imperfect demonstrations and utilizes the hierarchical structure of e…