Presents Naimark, hybrid Naimark-QNN, and fully QNN circuit constructions for general measurements and shows QNN versions reach near-optimal performance in minimum-error and maximum-confidence state discrimination with fewer training iterations.
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Measurement circuit ansatz: Naimark versus quantum neural-network measurements
Presents Naimark, hybrid Naimark-QNN, and fully QNN circuit constructions for general measurements and shows QNN versions reach near-optimal performance in minimum-error and maximum-confidence state discrimination with fewer training iterations.