Fixed-point iteration with a sigmoid surrogate lets all T timesteps of a LIF neuron be processed in K=3 parallel iterations, matching BPTT accuracy with large speedups.
SSF: Accelerating Training of Spiking Neural Networks with Stabilized Spiking Flow
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Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity
Fixed-point iteration with a sigmoid surrogate lets all T timesteps of a LIF neuron be processed in K=3 parallel iterations, matching BPTT accuracy with large speedups.