Quantum state preparation constructs a circuit that maps a simple reference state to a desired state, . Efficient amplitude encoding requires structure or suitable oracle access to avoid reading exponentially many arbitrary amplitudes.
Hierarchical probability-distribution state preparation recursively bisects a classical probability distribution. At each level, a controlled rotation splits every parent interval's amplitude between its two children according to their conditional probabilities.
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