StochEP: Stochastic Equilibrium Propagation for Spiking Convergent Recurrent Neural Networks

Jiaqi Lin, Yi Jiang, Abhronil Sengupta

Spiking Neural Networks (SNNs) promise energy-efficient, sparse, biologically inspired computation. Training them with Backpropagation Through Time (BPTT) and surrogate gradients a…