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20222026
most citedPhysics-informed PointNet: A deep learning solver for steady-state incompressible flows and thermal fields on multiple sets of irregular geometries

160 citations · 166 across the 8 of their papers we have counts for

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cs.CV2026

Flow Matching and Diffusion Models via PointNet for Generating Fluid Fields on Irregular Geometries

Ali Kashefi

We present two novel generative geometric deep learning frameworks, termed Flow Matching PointNet and Diffusion PointNet, for predicting fluid flow variables on irregular geometrie…