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physics.comp-ph2026
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…