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Deming Zhou

2 accepted papers

2026

TDSNNs: Competitive Topographic Deep Spiking Neural Networks for Visual Cortex Modeling

AAAI 2026technical

The primate visual cortex exhibits topographic organization, where functionally similar neurons are spatially clustered, a structure widely believed to enhance neural processing efficiency. While prior works have demonstrated that conventional deep ANNs can develop topographic representations, these

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2025

Spiking Neural Networks Need High-Frequency Information

NeurIPS 2025poster

Spiking Neural Networks promise brain-inspired and energy-efficient computation by transmitting information through binary (0/1) spikes. Yet, their performance still lags behind that of artificial neural networks, often assumed to result from information loss caused by sparse and binary activations.…

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