Bowen Hou

activity

20242026

most citedUnsupervised Learning of Individual Kohn-Sham States: Interpretable Representations and Consequences for Downstream Predictions of Many-Body Effects

1 citations · 4 across the 6 of their papers we have counts for

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physics.comp-ph2026

$U (1)$ Gauge-Equivariant Representation Learning of Bloch States

Chengyan Zhang, Xian Xu, Bowen Hou +1

Representation learning, or featurization, of mean-field Bloch states provides an important route for incorporating electronic information into machine-learning models of first-pri…

physics.comp-ph2025

Data-driven Low-rank Approximation for Electron-hole Kernel and Acceleration of Time-dependent GW Calculations

Bowen Hou, Jinyuan Wu, Victor Chang Lee +3

Many-body electron-hole interactions are essential for understanding non-linear optical processes and ultrafast spectroscopy of materials. Recent first principles approaches based…

U(1) Gauge-Equivariant Representation Learning of Bloch States

Data-driven Low-rank Approximation for Electron-hole Kernel and Acceleration of Time-dependent GW Calculations

$U (1)$ Gauge-Equivariant Representation Learning of Bloch States