Author

Alex Heilman

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Preprint Jul 2026

Point Group Equivariant Graph Neural Networks for Materials

This work introduces point-group symmetry aware equivariant graph neural networks (PGEqNN) for materials science, with filter functions aligned with symmetry-aware indices for greater granularity in predictive tasks.

Alex Heilman, Qimin Yan · 0 citations