Tikhonov regularization of the moving Gram matrix stabilizes discretization of projected gradient flows for equality-constrained bilinear quantum control, preserving monotonic ascent with O(ε²) constraint drift and a CFL-type discrete stability criterion.
Controlling the flow: stability and convergence for stochastic gradient descent with decaying reg- ularization
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Tikhonov-regularised projected gradient flow for equality-constrained bilinear quantum control
Tikhonov regularization of the moving Gram matrix stabilizes discretization of projected gradient flows for equality-constrained bilinear quantum control, preserving monotonic ascent with O(ε²) constraint drift and a CFL-type discrete stability criterion.