Search Results for author: Antonio Anna Mele

Found 2 papers, 0 papers with code

Stochastic noise can be helpful for variational quantum algorithms

no code implementations13 Oct 2022 Junyu Liu, Frederik Wilde, Antonio Anna Mele, Liang Jiang, Jens Eisert

Saddle points constitute a crucial challenge for first-order gradient descent algorithms.

Exploiting symmetry in variational quantum machine learning

no code implementations12 May 2022 Johannes Jakob Meyer, Marian Mularski, Elies Gil-Fuster, Antonio Anna Mele, Francesco Arzani, Alissa Wilms, Jens Eisert

The success of variational quantum learning models crucially depends on finding a suitable parametrization of the model that encodes an inductive bias relevant to the learning task.

BIG-bench Machine Learning Inductive Bias +1

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