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  • Geometry-Aware Neural Optimizer for Shape Optimization and Inversion cs.LG · 2026-05-06 · unverdicted · none · ref 54

    GANO unifies shape encoding with auto-decoders, denoising-stabilized latent optimization, and geometry-injected surrogates into an end-to-end differentiable pipeline for PDE-governed shape optimization and inversion.