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Gradient-based optimization of complex nanoparticle heterostructures enabled by deep learning on heterogeneous graphs

Eric Sivonxay, Lucas Attia, Evan Spotte-Smith, Benjamin Sanchez-Lengeling, Xiaojing Xia, Daniel Barter, Emory Chan, Samuel Blau
· 2026