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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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T. Lidzhiev

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Jul 2026

PIEFS: Physics-Informed Eigenfunction Features with Learnable Scaling

The results support PIEFS as a compact supervised spectral representation method and identify optimization stability, validation on explicit operator eigenproblems, and richer metric parameterizations as the main directions for future work.

V. Nazarenko, T. Lidzhiev, A. Tarakanov · 0 citations

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