Quantum kernels #
Umbrella module for the quantum-kernel development; re-exports the genuine results.
QKernel.Fidelity— the fidelity quantum kernel and its Gram-matrix positive semidefiniteness (quantumKernel_gram_posSemidef).QKernel.Fourier— the Fourier representation of quantum kernels (fourier_representation, Schuld 2021).QKernel.Concentration— exponential concentration of the tensor-product RY kernel (ryKernel_concentrates, Thanasilp 2022).QKernel.DiscreteLogConcept/QKernel.Advantage— the discrete-log concept class (secret-homogeneityacc_shift) and the conditional learning-advantage separation (QuantumKernelAdvantage.separation, Liu 2021).QKernel.Expressivity— density-matrix realization of feature-map kernels (eqk_realizes, Gil-Fuster 2023).