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Updated: Jun 12, 2025

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通过在自然和人工大脑中思考来学习
1Department of Psychology, Princeton University, Princeton, NJ 08540, USA.
Trends in cognitive sciences
|September 19, 2024
概括
通过思考学习 (LbT) 允许人类和人工的头脑在内部产生新的知识. 这一过程对于在不确定的环境中按需构建知识表示至关重要.
科学领域:
- 认知科学 认知科学
- 人工智能的人工智能
- 神经科学是一个神经科学.
背景情况:
- 传统的学习模式侧重于外部观察.
- 推理和模拟等心理过程也推动学习.
- 人工智能 (AI) 正在展示"通过思考学习" (LbT) 能力.
研究的目的:
- 解决内部心理过程如何产生新知识的悖论.
- 突出"通过思考学习"在自然和人工大脑中的作用.
- 解释思想如何在需求时构建知识表示.
主要方法:
- 内部知识生成的概念分析.
- 审查近期人工智能在自我纠正和推理方面的进展.
- 探索"通过思考来学习"的机制.
主要成果:
- 学习可以通过内部心理过程发生,而不仅仅是外部输入.
- 人工头脑表现出"通过思考来学习",反映了人类的认知能力.
- 通过LbT,可以按需构建知识表示.
结论:
- "通过思考学习"是生物系统和人工系统中获得知识的基本机制.
- 这种内部学习过程对于在复杂和不确定的环境中进行导航至关重要.
- 了解LbT是开发更复杂的人工智能和理解人类认知的关键.
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