VF-QCTRL combines LLMs with physics-informed symbolic reasoning and optimization to produce analytic control protocols that match or exceed conventional solvers across a new 16-task benchmark spanning single/multi-qubit, closed/open, and noisy systems.
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Zener, Non-Adiabatic Crossing of Energy Levels, Proc
4 Pith papers cite this work, alongside 4,565 external citations. Polarity classification is still indexing.
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The AMT parameter equals the squared Fubini-Study speed of the driven state and the tt-component of the quantum geometric tensor, supplying a strictly local criterion for nonadiabatic instability that an occupation-dependent nonlinear regulator U can suppress to produce bounded low-occupancy bosonic
Nonlinear spectral detuning via a regulator U can saturate non-adiabatic parametric amplification, suppressing exponential growth toward bounded low-occupancy regimes in strongly nonlinear oscillatory systems.
The DMP neutrino oscillation approximation is reframed as a degenerate-eigenvalue resummation that replaces a divergent parameter with a uniformly bounded one, and closed-form Jacobians for uncertainty propagation are collected.
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Toward General Quantum Control with Physics-Informed Large Language Models
VF-QCTRL combines LLMs with physics-informed symbolic reasoning and optimization to produce analytic control protocols that match or exceed conventional solvers across a new 16-task benchmark spanning single/multi-qubit, closed/open, and noisy systems.
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Quantum Geometric Origin of Non-Adiabatic Instability in Driven Bosonic Systemss
The AMT parameter equals the squared Fubini-Study speed of the driven state and the tt-component of the quantum geometric tensor, supplying a strictly local criterion for nonadiabatic instability that an occupation-dependent nonlinear regulator U can suppress to produce bounded low-occupancy bosonic
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An Effective Scaling Framework for Non-Adiabatic Mode Dynamics
Nonlinear spectral detuning via a regulator U can saturate non-adiabatic parametric amplification, suppressing exponential growth toward bounded low-occupancy regimes in strongly nonlinear oscillatory systems.
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Algebraic Structure of Three-Flavor Neutrino Oscillations in Constant-Density Matter: Cayley--Hamilton Evolution, DMP Resummation, and Closed-Form Uncertainty Propagation
The DMP neutrino oscillation approximation is reframed as a degenerate-eigenvalue resummation that replaces a divergent parameter with a uniformly bounded one, and closed-form Jacobians for uncertainty propagation are collected.