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• W2792119120 abstract "Spiking activity of neurons engaged in learning and performing a task show complex spatiotemporal dynamics. While the output of recurrent network models can learn to perform various tasks, the possible range of recurrent dynamics that emerge after learning remains unknown. Here we show that modifying the recurrent connectivity with a recursive least squares algorithm provides sufficient flexibility for synaptic and spiking rate dynamics of spiking networks to produce a wide range of spatiotemporal activity. We apply the training method to learn arbitrary firing patterns, stabilize irregular spiking activity of a balanced network, and reproduce the heterogeneous spiking rate patterns of cortical neurons engaged in motor planning and movement. We identify sufficient conditions for successful learning, characterize two types of learning errors, and assess the network capacity. Our findings show that synaptically-coupled recurrent spiking networks possess a vast computational capability that can support the diverse activity patterns in the brain." @default.
• W2792119120 created "2018-03-29" @default.
• W2792119120 creator A5034374861 @default.
• W2792119120 creator A5055630196 @default.
• W2792119120 date "2018-03-18" @default.
• W2792119120 modified "2023-10-05" @default.
• W2792119120 title "Learning recurrent dynamics in spiking networks" @default.
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• W2792119120 doi "https://doi.org/10.48550/arxiv.1803.06622" @default.
• W2792119120 hasPublicationYear "2018" @default.
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