ST-RSBP trains deep recurrent spiking neural networks via spike-train-level backpropagation, reaching state-of-the-art accuracy on TI46, N-TIDIGITS, Fashion-MNIST, and MNIST benchmarks.
Error-backpropagation in temporally encoded networks of spiking neurons
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Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks
ST-RSBP trains deep recurrent spiking neural networks via spike-train-level backpropagation, reaching state-of-the-art accuracy on TI46, N-TIDIGITS, Fashion-MNIST, and MNIST benchmarks.