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.
Zener, Non-Adiabatic Crossing of Energy Levels, Proc
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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.
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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.