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Author

Ma-Lu Zhang

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#artificial intelligence Preprint Oct 2026

SpikeMoE: Brain-Inspired Competitive Routing for Flexible Spiking Mixture-of-Experts

Spiking Neural Networks (SNNs) enable event-driven computation through biologically inspired dynamics at the neuronal scale, while Mixture-of-Experts (MoE) perform conditional computation through expert selection at the model scale. Integrating their strengths offers potential for flexible neural architectures. A key c...

Xiao-Li Liu, Yu Liang, Jia-Lin Li et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Contrastive Attention Mitigates Spectral Bias in Spiking Transformers

Spiking Transformers merge the energy-efficiency of spiking neural networks (SNNs) with the representational power of self-attention, creating a promising architecture for high-performance, energy-efficient computation. However, a performance gap persists versus its counterparts in artificial neural networks (ANNs). Un...

Xiao-Li Liu, Ma-Lu Zhang, Yang Yang · 0 citations

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