IM-Loss: Information Maximization Loss for Spiking Neural Networks ∗, Yuanpei Chen ∗, Liwen Zhang, Xiaode Liu, Yinglei Wang, Xuhui Huang, Zhe Ma

The conditional entropy H(O|U) can be expressed as the below equation according to the Eq.5 and Eq.7. A.2 Algorithm The proposed training algorithm of an SNN is presented in Algo.1. Algorithm 1 The proposed training algorithm of an SNN. Input: Initialized SNN; training dataset; total training epochs, I; training iterations per epoch, J. Output: The trained SNN.