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Than V. Tran

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#diffusion models Open access Sep 2026

On-demand inverse design of metamaterials via denoising diffusion probabilistic models

The nonlinear and non-unique relationship between unit-cell topology and bandgap properties motivates the development of complementary data-driven approaches for metamaterial inverse design. This work presents a conditional denoising diffusion probabilistic model (DDPM)-based framework for the on-demand generation of t...

Than V. Tran, S. Nanthakumar, Ya-Bin Jin et al. · 0 citations

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