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拓展强化学习在好奇探索和创造性规划方面的视野。

Expanding horizons in reinforcement learning for curious exploration and creative planning.

机构信息

Neurobiology and Behavior, 519 Biological Sciences Quad, University of California, Irvine, CA, USA

Center for the Neurobiology of Learning and Memory, Qureshey, Research Laboratory, University of California, Irvine, CA, USA

出版信息

Behav Brain Sci. 2024 May 21;47:e118. doi: 10.1017/S0140525X23003394.

DOI:10.1017/S0140525X23003394
PMID:38770877
Abstract

Curiosity and creativity are expressions of the trade-off between leveraging that with which we are familiar or seeking out novelty. Through the computational lens of reinforcement learning, we describe how formulating the value of information seeking and generation via their complementary effects on formally captures a range of solutions to striking this balance.

摘要

好奇心和创造力是利用我们熟悉的东西与寻求新奇之间权衡的表现。通过强化学习的计算视角,我们描述了如何通过它们对信息寻求和生成的互补影响来制定信息价值,从而正式捕捉到一系列解决这一平衡问题的方案。

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