功能性(分离性)遗忘的神经网络假说:灾难性遗忘

A. Larner
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摘要

功能性健忘症,也被称为分离性健忘症、心因性健忘症或遗忘障碍综合征,是一种罕见的疾病,尽管临床上存在异质性,但最常见的特征是密集的逆行性健忘症,主要影响情景-自传体领域,但相对保留了顺行性记忆功能,这种模式与其他健忘症不同。功能性健忘症的发病机制尚不清楚。在这里,人们呼吁对人工神经网络的研究,希望能像对其他失忆症的研究一样,深入了解功能性失忆症的机制。具体来说,观察到人工神经网络中发生的灾难性遗忘或灾难性干扰,即在学习新信息时突然完全丢失先前学习的信息,并将其扩展到人类神经系统,从而提出了一个新的假设:功能性健忘症的灾难性遗忘假说。
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Towards a Neural Network Hypothesis for Functional (Dissociative) Amnesia: Catastrophic Forgetting
Functional amnesia, also known as dissociative amnesia, psychogenic amnesia, or mnestic block syndrome, is a rare disorder which, although clinically heterogeneous, is most often characterised by dense retrograde amnesia mainly affecting the episodic-autobiographical domain but with relative preservation of anterograde memory function, a pattern dissimilar to that seen in other amnesic disorders. The pathogenesis of functional amnesia remains unknown. Here, appeal is made to the study of artificial neural networks in the hope that, as in other mnestic disorders, this might give insight into the mechanisms underpinning functional amnesia. Specifically, the observation of catastrophic forgetting or catastrophic interference occurring in artificial neural networks, that is the abrupt and complete loss of previously learned information when learning new information, is extended to the human nervous system to develop a novel hypothesis: the Catastrophic Forgetting Hypothesis of functional amnesia.
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