In 1982, John Hopfield published a neural network model for memory retrieval, a model that became a cornerstone in theoretical neuroscience. In a recent paper, Krotov and Hopfield built on these early studies and showed how a network that incorporates a biologically plausible learning rule governed by a Lyapunov function can effectively perform classification tasks.

中文翻译：

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李雅普诺夫函数控制的网络动力学：从记忆到分类

1982 年，John Hopfield 发表了用于记忆检索的神经网络模型，该模型成为理论神经科学的基石。在最近的一篇论文中，Krotov 和 Hopfield 建立在这些早期研究的基础上，并展示了一个包含由李雅普诺夫函数控制的生物学上合理的学习规则的网络如何有效地执行分类任务。