439 citations · 1.3k across the 23 of their papers we have counts for
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cs.AI2017★ 42 cited
Value Prediction Network
Junhyuk Oh, Satinder Singh, Honglak Lee
This paper proposes a novel deep reinforcement learning (RL) architecture, called Value Prediction Network (VPN), which integrates model-free and model-based RL methods into a sing…
cs.AI2017★ 113 cited
Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning
Junhyuk Oh, Satinder Singh, Honglak Lee +1
As a step towards developing zero-shot task generalization capabilities in reinforcement learning (RL), we introduce a new RL problem where the agent should learn to execute sequen…