Neural ODEs reproduce 2RDM dynamics from data only when three-particle cumulant correlations are strong, mapping the validity regime of cumulant expansions.
Strongly correlated electron–photon systems
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Cavity engineering increases superfluid weight and shifts the superconducting onset temperature upward in an underdoped YBCO thin film, interpreted via a phase-fluctuating superconductor model.
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Capturing reduced-order quantum many-body dynamics out of equilibrium via neural ordinary differential equations
Neural ODEs reproduce 2RDM dynamics from data only when three-particle cumulant correlations are strong, mapping the validity regime of cumulant expansions.
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Cavity-enhanced superconducting response in an underdoped cuprate
Cavity engineering increases superfluid weight and shifts the superconducting onset temperature upward in an underdoped YBCO thin film, interpreted via a phase-fluctuating superconductor model.