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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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Muhammad Akbar Khan

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Open access Jul 2026

A systematic study of physics-informed neural networks for the level-set interface advection

We present a systematic ablation study of physics-informed neural networks (PINNs) for level-set advection across four benchmarks of increasing complexity: linear translation (TR), solid-body rotation (RO), reversed vortex deformation (RV), and the Zalesak rotating slotted disc (ZD), covering 69 experiments. For TR, a...

Muhammad Akbar Khan, Fahim Raees · 1 citation

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