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A hippocampus CA3 spiking neural network model for storage and retrieval of sequential memory

机译:海马CA3峰值神经网络模型用于存储和检索顺序记忆

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A key functional role of the hippocampus is the formation of associative memories. Sequential memory, which is a form of hetero-associative memory, is inherent to human intelligence and commonly used in daily task such as typing and driving. Due to its numerous strong recurrent connections, the hippocampus CA3 region has been hypothesized to play a crucial role in the formation of sequential memory. In this paper, we demonstrate a dual network model of the hippocampus CA3 region to realize the storage and retrieval of sequential memory. The CA3 model is implemented using bio-realistic spiking neural networks based on the spike response neuron model. Detailed processes of storage, learning, synaptic modification and retrieval of sequential memory are demonstrated in simulations.
机译:海马的关键功能角色是联想记忆的形成。顺序记忆是一种异质联想记忆的形式,是人类智能所固有的,通常用于打字和驾驶等日常任务中。由于海马CA3区具有许多强大的经常性连接,因此已假设其在顺序记忆的形成中起着至关重要的作用。在本文中,我们演示了海马CA3区的双重网络模型,以实现顺序存储器的存储和检索。 CA3模型是使用基于尖峰响应神经元模型的生物逼真的尖峰神经网络实现的。在仿真中演示了存储,学习,突触修改和检索顺序存储器的详细过程。

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