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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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Haopeng Quan

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Aug 2026

Spectral analysis of hard-constraint PINNs: The spatial modulation mechanism of boundary functions.

This work establishes a Neural Tangent Kernel (NTK) framework for HC-PINNs, revealing that the boundary function B acts as a multiplicative spatial modulator that fundamentally reshapes the kernel eigenspectrum-a mechanism fundamentally distinct from additive penalty terms in soft-constrained formulations.

Yuchen Xie, Honghang Chi, Haopeng Quan et al. · 0 citations

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