信息、确定性和学习。

Justin A Harris, Charles Randy Gallistel
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摘要

四十多年前,Gibbon 和 Balsam(1981 年)研究表明,鸽子对巴甫洛夫条件反射的习得与条件刺激(CS)对非条件刺激(US)的信息量直接相关,其中信息量被定义为 US-US 间隔(C)与 CS-US 间隔(T)之比。然而,这种关系在其他物种中的证据并不明确。在这里,我们描述了一项实验,该实验测量了 14 组大鼠在不同的 C/T 比值(从 1.5 到 300 不等)训练下获得食欲巴甫洛夫条件反射的情况,以确定学习与信息量之间的关系。我们的研究表明,大鼠开始对 CS 作出反应所需的试验次数由 C/T 比率决定,而且值得注意的是,学习率与知情度之间的具体标度关系与之前在鸽子身上获得的结果非常接近。我们还发现,扩展条件反射后的反应率与 T 密切相关,最终的 CS 反应率是 CS 强化率(1/T)的标量函数。此外,这种标量关系还延伸到大鼠在(从未被强化的)试验间歇期的反应率,它与情境强化率(1/C)成正比。这些研究结果证明,动物会对强化率进行编码,而条件反射与 CS 提供的美国信息的多少直接相关。通过简单的回归函数可以捕捉到不同物种数据的一致性,这表明存在一种普遍的条件反射模型
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Information, certainty, and learning.
More than four decades ago, Gibbon and Balsam (1981) showed that the acquisition of Pavlovian conditioning in pigeons is directly related to the informativeness of the conditioning stimulus (CS) about the unconditioned stimulus (US), where informativeness is defined as the ratio of the US-US interval (C) to the CS-US interval (T). However, the evidence for this relationship in other species has been equivocal. Here, we describe an experiment that measured the acquisition of appetitive Pavlovian conditioning in 14 groups of rats trained with different C/T ratios (ranging from 1.5 to 300) to establish how learning is related to informativeness. We show that the number of trials required for rats to start responding to the CS is determined by the C/T ratio and, remarkably, the specific scalar relationship between the rate of learning and informativeness aligns very closely to that previously obtained with pigeons. We also found that the response rate after extended conditioning is strongly related to T, with the terminal CS response rate being a scalar function of the CS reinforcement rate (1/T). Moreover, this same scalar relationship extended to the rats' response rates during the (never-reinforced) inter-trial interval, which was directly proportional to the contextual rate of reinforcement (1/C). The findings establish that animals encode rates of reinforcement, and that conditioning is directly related to how much information the CS provides about the US. The consistency of the data across species, captured by a simple regression function, suggests a universal model of conditioning
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