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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

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Ashaq Ali

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Open access Sep 2026

Affine-Intensity Invariance and Spatial Non-Identifiability in Spectral Channel Gates

Spectral channel attention compresses a spatial feature map into a weight, but invariance of that weight need not preserve evidence about spatial arrangement. This study asks whether centered spectral concentration can provide exact affine-intensity invariance and identify spatially altered inputs. A normalized fourth...

Ashaq Ali · 0 citations

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