From Knowing to Feeling

S. Grossberg
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Abstract

Visual and auditory processes represent sensory information, but do not evaluate its importance for survival or success. Interactions between perceptual/cognitive and evaluative reinforcement/emotional/motivational mechanisms accomplish this. Cognitive-emotional resonances support conscious feelings, knowing their source, and controlling motivation and responses to acquire valued goals. Also explained is how emotions may affect behavior without being conscious, and how learning adaptively times actions to achieve desired goals. Breakdowns in cognitive-emotional resonances can cause symptoms of mental disorders such as depression, autism, schizophrenia, and ADHD, including explanations of how affective meanings fail to organize behavior when this happens. Historic trends in the understanding of cognition and emotion are summarized, including work of Chomsky and Skinner. Brain circuits of conditioned reinforcer learning and incentive motivational learning are modeled, including the inverted-U in conditioning as a function of interstimulus interval, secondary conditioning, and attentional blocking and unblocking. How humans and animals act as minimal adaptive predictors is explained using the CogEM model’s interactions between sensory cortices, amygdala, and orbitofrontal cortex. Cognitive-emotional properties solve phylogenetically ancient Synchronization and Persistence Problems using circuits that are conserved between mollusks and humans. Avalanche command circuits for learning arbitrary sequences of sensory-motor acts, dating back to crustacea, increase their sensitivity to environmental feedback as they morph over phylogeny into mammalian cognitive and emotional circuits. Antagonistic rebounds drive affective extinction. READ circuits model how life-long learning occurs without associative saturation or passive forgetting. Affective memories of opponent emotions like fear vs. relief can then persist until they are disconfirmed by environmental feedback.
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从认识到感觉
视觉和听觉过程代表感觉信息,但不评估其对生存或成功的重要性。知觉/认知和评价强化/情绪/动机机制之间的相互作用实现了这一点。认知-情绪共鸣支持有意识的感觉,了解它们的来源,并控制动机和反应,以获得有价值的目标。还解释了情绪如何在无意识的情况下影响行为,以及学习如何自适应地调整行动以实现预期目标。认知-情感共鸣的崩溃会导致精神障碍的症状,如抑郁症、自闭症、精神分裂症和多动症,其中包括情感意义在这种情况下如何无法组织行为的解释。总结了认知和情感理解的历史趋势,包括乔姆斯基和斯金纳的工作。建立了条件强化学习和激励动机学习的脑回路模型,包括条件作用中作为刺激间隔、二次条件作用和注意阻塞与解除阻塞的倒u函数。人类和动物是如何作为最小适应性预测因子的,这是用CogEM模型的感觉皮层、杏仁核和眼窝额叶皮层之间的相互作用来解释的。认知-情感特性利用软体动物和人类之间保守的电路解决了系统发育上古老的同步和持久性问题。用于学习任意感觉运动动作序列的雪崩命令回路,可以追溯到甲壳类动物,随着它们在系统发育过程中演变为哺乳动物的认知和情感回路,它们对环境反馈的敏感性增加。对抗性反弹驱动情感消退。READ回路模拟了终身学习如何在没有联想饱和或被动遗忘的情况下发生。恐惧与解脱等对立情绪的情感记忆会持续存在,直到它们被环境反馈所否定。
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