Towards quantum advantage with photonic state injection
We propose a new scheme for near-term photonic quantum device that allows to increase the expressive power of the quantum models beyond what linear optics can do. This scheme relies upon state injection, a measurement-based technique that can produce states that are more controllable, and solve lear...
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Main Authors | , , , , , |
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Format | Journal Article |
Language | English |
Published |
02.10.2024
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Subjects | |
Online Access | Get full text |
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Summary: | We propose a new scheme for near-term photonic quantum device that allows to
increase the expressive power of the quantum models beyond what linear optics
can do. This scheme relies upon state injection, a measurement-based technique
that can produce states that are more controllable, and solve learning tasks
that are not believed to be tackled classically. We explain how circuits made
of linear optical architectures separated by state injections are keen for
experimental implementation. In addition, we give theoretical results on the
evolution of the purity of the resulting states, and we discuss how it impacts
the distinguishability of the circuit outputs. Finally, we study a
computational subroutines of learning algorithms named probability estimation,
and we show the state injection scheme we propose may offer a potential quantum
advantage in a regime that can be more easily achieved that state-of-the-art
adaptive techniques. Our analysis offers new possibilities for near-term
advantage that require to tackle fewer experimental difficulties. |
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DOI: | 10.48550/arxiv.2410.01572 |