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.
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.
no code implementations • 11 Nov 2021 • Jin-Hui Wu, Shao-Qun Zhang, Yuan Jiang, Zhi-Hua Zhou
Neural network models generally involve two important components, i. e., network architecture and neuron model.