Masked Contrastive Representation Learning for Reinforcement Learning

In pixel-based reinforcement learning (RL), the states are raw video frames, which are mapped into hidden representation before feeding to a policy network. To improve sample efficiency of state representation learning, recently, the most prominent work is based on contrastive unsupervised represent...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence 2023-03, Vol.45 (3), p.3421-3433
Hauptverfasser: Zhu, Jinhua, Xia, Yingce, Wu, Lijun, Deng, Jiajun, Zhou, Wengang, Qin, Tao, Liu, Tie-Yan, Li, Houqiang
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Sprache:eng
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