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Samuele Pedrielli

2 accepted papers

2026

Bayesian Parameter Shift Rules in Variational Quantum Eigensolvers

ICLR 2026poster

Parameter shift rules (PSRs) are key techniques for efficient gradient estimation in variational quantum eigensolvers (VQEs). In this paper, we propose their Bayesian variant, where Gaussian processes with appropriate kernels are used to estimate the gradient of the VQE objective. Our Bayesian PSR o…

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2024

Adaptive Observation Cost Control for Variational Quantum Eigensolvers

ICML 2024poster

The objective to be minimized in the variational quantum eigensolver (VQE) has a restricted form, which allows a specialized sequential minimal optimization (SMO) that requires only a few observations in each iteration. However, the SMO iteration is still costly due to the observation noise---one *o…