Search Results for author: Jin-Hui Wu

Found 3 papers, 0 papers with code

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

no code implementations27 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 implementations21 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.

Theoretical Exploration of Flexible Transmitter Model

no code implementations11 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.

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