Learning Hamiltonians for O(1) Oracle-Query Quantum State Preparation
The method learns a diagonal Hamiltonian's parameters classically to perform quantum state preparation efficiently. This shifts complexity from the quantum device to a classical preprocessing stage, achieving O(1) oracle queries for arbitrary datasets. The quantum circuit then executes only fixed-depth evolution and mixing operations, making it hardware-efficient.