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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

Viritphon Chongpermwattanapol

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Preprint Aug 2026

Topology-Aware Differentiable Triangle-Soup Reconstruction via Persistent Homology

Differentiable triangle-soup reconstruction inherits a limitation from its objective: photometric and geometric losses cannot measure topology, so a reconstruction with a collapsed loop or a punctured enclosed void can score exactly as well as a correct one (on Chamfer-equal probes the diagrams differ 35-40x in bottlen...

Viritphon Chongpermwattanapol, Nattapat Damnernyut, P. Kanongchaiyos · 0 citations

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