Coherent superposition of noisy links transforms separable quantum states into entangled states during distribution, turning noise into a constructive resource.
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Three-coin quantum walk shows initial entanglement accelerates mutual information growth by up to 18% with GHZ states optimizing at α ≈ 0.71; photonic implementation and simulation code proposed.
QFlow-SD matches canonical UCCSD energies for tested molecules while using substantially fewer qubits via reduced active spaces and constant-depth circuits, with a composite classical-quantum downfolding strategy demonstrated for water.
Quantum walks integrated with variational circuits and CUDA-Q acceleration generate high-fidelity adaptive probability distributions for 1D financial modeling and 2D digit patterns.
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