Skip to content
Log in
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

Qisheng Xia

h-index 4 View on Semantic Scholar

We have 1 of 7 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.