Unverified50% confidenceTradeoffExact time
A variational quantum circuit (VQC) requires multiple measurements on real hardware to estimate expectation values, with each measurement corresponding to one circuit execution; therefore, the advantage in parameter efficiency mainly manifests as fewer trainable degrees of freedom and lower overfitting risk, while the advantages in end-to-end latency and energy consumption need to be evaluated in conjunction with specific hardware and batching strategies.
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10/16/2026
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