Search Results for author: Piotr Czarnik

Found 3 papers, 0 papers with code

Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms?

no code implementations2 Sep 2021 Samson Wang, Piotr Czarnik, Andrew Arrasmith, M. Cerezo, Lukasz Cincio, Patrick J. Coles

On the other hand, our positive results for CDR highlight the possibility of engineering error mitigation methods to improve trainability.

regression

Qubit-efficient exponential suppression of errors

no code implementations11 Feb 2021 Piotr Czarnik, Andrew Arrasmith, Lukasz Cincio, Patrick J. Coles

Here we present an alternative method, the Resource-Efficient Quantum Error Suppression Technique (REQUEST), that adapts this breakthrough to much fewer qubits by making use of active qubit resets, a feature now available on commercial platforms.

Quantum Physics

Effect of barren plateaus on gradient-free optimization

no code implementations24 Nov 2020 Andrew Arrasmith, M. Cerezo, Piotr Czarnik, Lukasz Cincio, Patrick J. Coles

We numerically confirm this by training in a barren plateau with several gradient-free optimizers (Nelder-Mead, Powell, and COBYLA algorithms), and show that the numbers of shots required in the optimization grows exponentially with the number of qubits.

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