Rui-Yu Jia

Activation-Flexible ANN-to-SNN Conversion with Finite-State Markov Neurons

Most ANN-to-SNN conversion methods rely on a specific correspondence between the source activation and the spiking neuron dynamics. We propose a finite-state continuous-time Markov chain (CTMC) neuron framework whose stationary spike flux can approximate every continuous nonnegative monotone activation function on a co...