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In Brief

We present a way to implement long short-term memory (LSTM) cells on spiking neuromorphic hardware.

Abstract

Long short-term memory (LSTM) cells on spiking neuromorphic hardware are provided. In various embodiments, such systems comprise a spiking neurosynaptic core. The neurosynaptic core comprises a memory cell, an input gate operatively coupled to the memory cell and adapted to selectively admit an input to the memory cell, and an output gate operatively coupled to the memory cell an adapted to selectively release an output from the memory cell. The memory cell is adapted to maintain a value in the absence of input.

Related Research

We study vision during natural behavior: how eye, head, and body movements shape the visual input, how the brain responds, and how biological and artificial systems solve similar sensorimotor problems.

Yuchen Hou · Marius Schneider