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== Introduction
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What I'll be making is a program that uses a Hardware discriptor
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= Introduction
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The goal of this project is to make a program that uses a Hardware discriptor
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-like the one exported by qiskit- together with a target expressibility,
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target entanglement, and a minimal Fidelity to produce a
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diverse set of Parametrised Quantum Circuits (PQCs).
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set of Parametrised Quantum Circuits (PQCs) that cover different parts of the Hilbert Space.
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Unlike previous training free Quantum Architecture Searches@training-free@evolutionary-architecture-search
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we will make the search hardware-specific while also keeping it training-free
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and target a specific expressibility instead of just maximizing to help mitigate barren plateaus.
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we will make the search hardware-specific, by implementing noise proxies,
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and target a specific expressibility instead of maximizing it to help mitigate barren plateaus,
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another differentiator is the optimisation for diversity which should increase the probability
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that a good PQC for a problem is in the produced set of PQCs.
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The program will be using one of the Quality-Diversity Evolutionary Algorithms@qdea to achieve this,
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the quality aspect will use the Expressibility, Entanglement, and simulated Noise -or proxies for these-
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to determine the Quality, while some measure of distance between different expressible Hilbert Spaces
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@ -35,6 +37,4 @@ In the next parts I'll list the inputs and outputs in a more structured way.
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- Fidelity
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== References
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#bibliography("references.bib")
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