Quantum Data Encoding Shot-Based Quantum Encoding represents data by allocating quantum measurement shots across multiple initial quantum states. The resulting mixed-state representation enables expressive quantum neural networks without data-encoding gates, reducing circuit depth while preserving learning performance. More details can be found in the Research Article by Alexey Melnikov and co-workers (DOI: 10.1002/adco.70004).
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Kyriacou et al. (2026) studied this question.
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