A property-informed diffusion network generates 3D microstructures from text prompts via contrastive text-structure alignment and test-time reward-guided alignment.
Guided diffusion for fast inverse design of density-based mechanical metamaterials.arXiv preprint arXiv:2401.13570, 2024
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A survey organizing AI methods for inverse PDE problems into inverse problems, inverse design, and control categories, covering applications and future challenges like physics-informed models and uncertainty quantification.
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