一个以目标为中心的学习前景
Gaia Molinaro1, Anne G E Collins2
1Department of Psychology, University of California, Berkeley, Berkeley, CA, USA.
Trends in cognitive sciences
|September 11, 2023
概括
目标从根本上塑造学习和决策,通过影响我们如何感知信息,行动和结果. 了解目标选择是推进人类和人工智能学习计算理论的关键.
科学领域:
- 认知科学 认知科学
- 计算神经科学是一种神经科学.
- 人工智能的人工智能
背景情况:
- 学习的计算模型通常将目标视为固定输入.
- 经验证据表明,目标显著影响认知过程.
研究的目的:
- 审查目标如何影响学习和决策.
- 强调研究目标选择在认知理论中的重要性.
- 为理解学习提出一个以目标为中心的框架.
主要方法:
- 关于目标导向认知的经验研究结果的文献综述.
- 对目标价值赋值和探索策略的研究综合.
- 在层次决策背景下对目标选择进行框架化.
主要成果:
- 目标塑造了输入,行动和结果的表现.
- 目标设定极大地影响学习中的状态,行为和奖励.
- 目标价值归因和探索的原则得到了综合.
结论:
- 研究目标选择对于推进学习理论至关重要.
- 一个以目标为中心的视角提供了一个更完整的理解学习在生物和人工代理.
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