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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

Bhaskar Karol

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Preprint Aug 2026

Exploring Oversmoothing with Householder Matrices

This work proves three core properties of HouseGNN: every internal layer preserves the node-wise Euclidean norm; the Householder reflector is scale scale and sign-invariant in the message; and pairwise distance between nodes can change through mismatch between node-wise orthogonal operators.

Bhaskar Karol · 0 citations

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