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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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Xueren Wang

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#graph neural networks Open access Oct 2026

Dimensionless energy graph network with hard boundary embedding and finite element interpolation: Unsupervised variational solution framework for linear elastic and hyperelastic problems

Neural solvers for solid mechanics still face challenges related to loss-term balancing, representation on complex unstructured meshes, enforcement of essential boundary conditions, and scale sensitivity in energy-based optimization. This work proposes HiDEG-Net, a dimensionless energy graph network with hard boundary...

Shun Liu, 强洪夫, Tingjing Geng et al. · 0 citations

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