On the Approximation and Complexity of Deep Neural Networks to Invariant Functions

no code implementations • 27 Oct 2022 • Gao Zhang, Jin-Hui Wu, Shao-Qun Zhang

Recent years have witnessed a hot wave of deep neural networks in various domains; however, it is not yet well understood theoretically.

On the Intrinsic Structures of Spiking Neural Networks

no code implementations • 21 Jun 2022 • Shao-Qun Zhang, Jia-Yi Chen, Jin-Hui Wu, Gao Zhang, Huan Xiong, Bin Gu, Zhi-Hua Zhou

Initially, we unveil two pivotal components of intrinsic structures: the integration operation and firing-reset mechanism, by elucidating their influence on the expressivity of SNNs.