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Jia-Ning Zhou

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Open access Aug 2026

A Three-Head Hamiltonian-consistent neural network for nonadiabatic time-dependent density functional theory dynamics

The exact exchange-correlation potential vxc in time-dependent density functional theory is a causal functional of the full density history, a dependence that widely used adiabatic approximations discard. We ask whether this history dependence can be approximated by a learnable finite-dimensional memory state while ret...

Likun Wang, Jia-Ning Zhou, Linjing Li et al. · 0 citations

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