A local equivariant GNN with virtual-node graph slicing predicts DFT Hamiltonians of 1,000-3,000 atom amorphous materials, with a 0.53% norm-relative eigenvalue spectrum error and 2.17-2.58 meV element-wise error on held-out structures.
Resistive switching effects of hfo2 high-k dielectric
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Learning the Electronic Hamiltonian of Large Atomic Structures
A local equivariant GNN with virtual-node graph slicing predicts DFT Hamiltonians of 1,000-3,000 atom amorphous materials, with a 0.53% norm-relative eigenvalue spectrum error and 2.17-2.58 meV element-wise error on held-out structures.