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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Hui Luo

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Conference Aug 2026

PNTAFormer: polarity-aware neighborhood token attention for spiking transformers

PNTAFormer, which incorporates PNT-Attention, enhances token attention by integrating two critical components: (1) 2D local neighborhood aggregation through depthwise convolution to capture spatial context, and (2) excitatory-inhibitory competition driven by membrane polarity in spiking neurons, enabling the model to effectively represent both positive and negative interactions between tokens.

Hui Luo, Qisheng Xia, Haibo Luo · 0 citations

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