Absence of Barren Plateaus in Quantum Convolutional Neural Networks

1 code implementation • 5 Nov 2020 • Arthur Pesah, M. Cerezo, Samson Wang, Tyler Volkoff, Andrew T. Sornborger, Patrick J. Coles

To derive our results we introduce a novel graph-based method to analyze expectation values over Haar-distributed unitaries, which will likely be useful in other contexts.

Recurrent machines for likelihood-free inference

1 code implementation • 30 Nov 2018 • Arthur Pesah, Antoine Wehenkel, Gilles Louppe

Likelihood-free inference is concerned with the estimation of the parameters of a non-differentiable stochastic simulator that best reproduce real observations.

Meta-Learning