可解释深度强化学习的微分逻辑策略:从优化角度进行的一项研究

概括

本研究介绍了可解释的深度强化学习 (DRL) 的微分感应逻辑编程 (DILP). 政策优化镜像下降 (MDPO) 有效地解决了基于DILP的政策的限制,提高了可解释性.

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Electrocyclic reactions, cycloadditions, and sigmatropic rearrangements are concerted pericyclic reactions that proceed via a cyclic transition state. These reactions are stereospecific and regioselective. The stereochemistry of the products depends on the symmetry characteristics of the interacting orbitals and the reaction conditions. Accordingly, pericyclic reactions are classified as either symmetry-allowed or symmetry-forbidden. Woodward and Hoffmann presented the selection criteria for...
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Observational Learning01:12

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Reinforcement01:23

Reinforcement

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Decision-making is a fundamental cognitive process that involves evaluating alternatives and selecting among them. This process can range from simple choices, such as deciding what to wear, to complex decisions, like choosing a major in college or a career path. The complexity of the decision often dictates the approach we use, which can be broadly categorized into two types: automatic and controlled decision-making.
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