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先天综合判断观照下的深度增强学习:以AlphaGo Zero为例
Authors
贺威
郑炳楠
Publication date
28 February 2019
Publisher
'American Bryological and Lichenological Society'
Doi
Cite
Abstract
深度增强学习的出现引发了诸多关于人类思维与人工智能的思考。AlphaGo Zero的深度增强学习促使我们分析机器拥有先天综合知识的可能性。康德的先验感性综合理论对深度增强学习的观照体现在计算机的数学基础上,其感性纯直观中关于时间的部分与纯数学中的代数相对应,而二进制运算的过程体现了先天与经验的综合。先验知性综合理论对深度增强学习的观照体现于AlphaGo Zero围棋技能的获得过程。知性综合判断分为从简单到复杂的三个阶段,分别对应深度增强学习算法运行时由基础到综合的决策过程,从每个单位上的函数计算到函数之间组成的正负反馈,再到最终形成决策的通用智能,体现了这一程序在先天和经验上的综合性。然而,深度增强学习中很难存在先验理性
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Last time updated on 20/11/2020