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Quantum
Article . 2024 . Peer-reviewed
License: CC BY
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Quantum
Article . 2024
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DIGITAL.CSIC
Article . 2024 . Peer-reviewed
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https://dx.doi.org/10.48550/ar...
Article . 2022
License: CC BY
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DBLP
Article . 2025
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Dissipation as a resource for Quantum Reservoir Computing

Authors: Antonio Sannia; Rodrigo Martínez-Peña; Miguel C. Soriano; Gian Luca Giorgi; Roberta Zambrini;

Dissipation as a resource for Quantum Reservoir Computing

Abstract

Dissipation induced by interactions with an external environment typically hinders the performance of quantum computation, but in some cases can be turned out as a useful resource. We show the potential enhancement induced by dissipation in the field of quantum reservoir computing introducing tunable local losses in spin network models. Our approach based on continuous dissipation is able not only to reproduce the dynamics of previous proposals of quantum reservoir computing, based on discontinuous erasing maps but also to enhance their performance. Control of the damping rates is shown to boost popular machine learning temporal tasks as the capability to linearly and non-linearly process the input history and to forecast chaotic series. Finally, we formally prove that, under non-restrictive conditions, our dissipative models form a universal class for reservoir computing. It means that considering our approach, it is possible to approximate any fading memory map with arbitrary precision.

Country
Spain
Keywords

Quantum Physics, Physics, QC1-999, FOS: Physical sciences, Quantum Physics (quant-ph)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
30
Top 10%
Top 10%
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36
87
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