Jiankun Shao

Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural Networks

The computational inefficiency of spiking neural networks (SNNs) is primarily due to the sequential updates of membrane potential, which becomes more pronounced during extended encoding periods compared to artificial neural networks (ANNs). This highlights the need to parallelize SNN computations ef…