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Intelligent on-demand inverse design of high-degree-of-freedom meta-atoms: multi-constraint-latent diffusion model and contrastive learning

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The inverse design of metamaterials is a mapping process from low dimension (spectral response) to high dimension (structure). In this design process, a "one-to-many" mapping problem may arise (similar spectra may correspond to multiple structures). Traditio... ...