Simultaneous Perturbation as a Spectral Filter
Simultaneous Perturbation Stochastic Approximation (SPSA) is analyzed as a spectral filter for quantum circuits. It reveals how its finite update width acts to selectively suppress Fourier modes involving many parameters. This filtering mechanism controls the trade-off between exploring and exploiting the objective landscape in high-dimensional optimization problems.