Adaptively Timed Learning

S. Grossberg
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Abstract

This chapter explains how humans and other animals learn to adaptively time their behaviors to match external environmental constraints. It hereby explains how nerve cells learn to bridge big time intervals of hundreds of milliseconds or even several seconds, and thereby associate events that are separated in time. This is accomplished by a spectrum of cells that each respond in overlapping time intervals and whose population response can bridge intervals much larger than any individual cell can. Such spectral timing occurs in circuits that include the lateral entorhinal cortex and hippocampal cortex. Trace conditioning, in which CS and US are separated in time, requires the hippocampus, whereas delay conditioning, in which they overlap, does not. The Weber law observed in trace conditioning naturally emerges from spectral timing dynamics, as later confirmed by data about hippocampal time cells. Hippocampal adaptive timing enables a cognitive-emotional resonance to be sustained long enough to become conscious of its feeling and its causal event, and to support BDNF-modulated memory consolidation. Spectral timing supports balanced exploratory and consummatory behaviors whereby restless exploration for immediate gratification is replaced by adaptively timed consummation. During expected disconfirmations of reward, orienting responses are inhibited until an adaptively timed response is released. Hippocampally-mediated incentive motivation supports timed responding via the cerebellum. mGluR regulates adaptive timing in hippocampus, cerebellum, and basal ganglia. Breakdowns of mGluR and dopamine modulation cause symptoms of autism and Fragile X syndrome. Inter-personal circular reactions enable social cognitive capabilities, including joint attention and imitation learning, to develop.
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自适应定时学习
这一章解释了人类和其他动物是如何学会自适应地调整自己的行为以适应外部环境约束的。它由此解释了神经细胞如何学会连接数百毫秒甚至几秒钟的大时间间隔,从而将时间上分离的事件联系起来。这是由一系列细胞完成的,每个细胞在重叠的时间间隔内做出反应,而它们的群体反应可以跨越比任何单个细胞都大得多的间隔。这种频谱时序发生在包括外侧内嗅皮层和海马皮层在内的回路中。当CS和US在时间上分开时,微量条件反射需要海马体,而延迟条件反射则不需要海马体。在痕量条件反射中观察到的韦伯定律自然地出现在频谱时间动力学中,后来由海马时间细胞的数据证实了这一点。海马体的适应性时序使认知-情绪共振能够持续足够长的时间,使其意识到其感觉及其因果事件,并支持bdnf调节的记忆巩固。谱时间支持平衡的探索和完成行为,即对即时满足的不安探索被自适应的定时完成所取代。在预期的奖励不确定期间,定向反应被抑制,直到一个自适应的定时反应被释放。海马介导的激励动机通过小脑支持定时反应。mGluR调节海马、小脑和基底神经节的适应性时间。mGluR和多巴胺调节的破坏会导致自闭症和脆性X综合征的症状。人际循环反应使社会认知能力得以发展,包括共同注意和模仿学习。
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