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Adaptive directional gradients for parameterised quantum circuits

quant-ph · 2026-06-08 · unverdicted · novelty 8.0

Forward gradient framework for PQCs unifies SPSA and parameter-shift as limits, introduces QUIVER adaptive optimizer with closed-form measurement allocation, and demonstrates efficient training of 60-qubit circuits on ECG5000 and MNIST.

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  • Adaptive directional gradients for parameterised quantum circuits quant-ph · 2026-06-08 · unverdicted · none · ref 58

    Forward gradient framework for PQCs unifies SPSA and parameter-shift as limits, introduces QUIVER adaptive optimizer with closed-form measurement allocation, and demonstrates efficient training of 60-qubit circuits on ECG5000 and MNIST.