Author

Vinayak Sharma

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#machine learning Jun 2026

Trainability of IQP Quantum Circuit Born Machines Under Gaussian Initialization

This work leverages Stein's lemma and Lipschitz concentration bounds for Gaussian random variables to provide an analytical lower bound of the variance of the gradient and a probabilistic concentration bound of the deviation of the gradient from its mean.

Gennaro De Luca, Vinayak Sharma, Aviral Shrivastava · arXiv.org · 2 citations