FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313169488> ?p ?o ?g. }

• W4313169488 abstract "Quantum computing is among the most promising emerging techniques to solve problems that are computationally intractable on classical hardware. A large body of existing works focus on using variational quantum algorithms on the gate level for machine learning tasks, such as the variational quantum circuit (VQC). However, VQC has limited flexibility and expressibility due to limited number of parameters, e.g. only one parameter can be trained in one rotation gate. On the other hand, we observe that quantum pulses are lower than quantum gates in the stack of quantum computing and offers more control parameters. Inspired by the promising performance of VQC, in this paper we propose variational quantum pulses (VQP), a novel paradigm to directly train quantum pulses for learning tasks. The proposed method manipulates variational quantum pulses by pulling and pushing the amplitudes of pulses in an optimization framework. Similar to variational quantum algorithms, our framework to train pulses maintains the robustness to noise on Noisy Intermediate-Scale Quantum (NISQ) computers. In an example task of binary classification, VQP learning achieves up to 11% and 9% higher accuracy compared with VQC learning on the qiskit pulse simulators (with system model from real machine) and ibmq-jarkata, respectively, demonstrating its effectiveness and feasibility. Stability for VQP to obtain reliable results has also been verified in the presence of noise." @default.
• W4313169488 created "2023-01-06" @default.
• W4313169488 creator A5000141831 @default.
• W4313169488 creator A5008484923 @default.
• W4313169488 creator A5012944782 @default.
• W4313169488 creator A5019027088 @default.
• W4313169488 creator A5021178333 @default.
• W4313169488 creator A5022883365 @default.
• W4313169488 creator A5025320103 @default.
• W4313169488 creator A5043067670 @default.
• W4313169488 creator A5047215143 @default.
• W4313169488 creator A5066048721 @default.
• W4313169488 creator A5070926896 @default.
• W4313169488 creator A5091072136 @default.
• W4313169488 date "2022-09-01" @default.
• W4313169488 modified "2023-09-30" @default.
• W4313169488 title "Variational Quantum Pulse Learning" @default.
• W4313169488 cites W1978533437 @default.
• W4313169488 cites W2040049280 @default.
• W4313169488 cites W2092479209 @default.
• W4313169488 cites W2152195021 @default.
• W4313169488 cites W2161685427 @default.
• W4313169488 cites W2192203593 @default.
• W4313169488 cites W2559394418 @default.
• W4313169488 cites W2606975978 @default.
• W4313169488 cites W2755255888 @default.
• W4313169488 cites W2791624324 @default.
• W4313169488 cites W2998431217 @default.
• W4313169488 cites W3043042778 @default.
• W4313169488 cites W3099200606 @default.
• W4313169488 cites W3101427288 @default.
• W4313169488 cites W3101479050 @default.
• W4313169488 cites W3104173259 @default.
• W4313169488 cites W3105677655 @default.
• W4313169488 cites W3108900362 @default.
• W4313169488 cites W3110484395 @default.
• W4313169488 cites W3122552506 @default.
• W4313169488 cites W3126430607 @default.
• W4313169488 cites W3129777548 @default.
• W4313169488 cites W3196799976 @default.
• W4313169488 cites W3208358429 @default.
• W4313169488 cites W4200496545 @default.
• W4313169488 cites W4206310632 @default.
• W4313169488 cites W4210678178 @default.
• W4313169488 cites W4297798265 @default.
• W4313169488 cites W3035961444 @default.
• W4313169488 doi "https://doi.org/10.1109/qce53715.2022.00078" @default.
• W4313169488 hasPublicationYear "2022" @default.
• W4313169488 type Work @default.
• W4313169488 citedByCount "4" @default.
• W4313169488 countsByYear W43131694882022 @default.
• W4313169488 countsByYear W43131694882023 @default.
• W4313169488 crossrefType "proceedings-article" @default.
• W4313169488 hasAuthorship W4313169488A5000141831 @default.
• W4313169488 hasAuthorship W4313169488A5008484923 @default.
• W4313169488 hasAuthorship W4313169488A5012944782 @default.
• W4313169488 hasAuthorship W4313169488A5019027088 @default.
• W4313169488 hasAuthorship W4313169488A5021178333 @default.
• W4313169488 hasAuthorship W4313169488A5022883365 @default.
• W4313169488 hasAuthorship W4313169488A5025320103 @default.
• W4313169488 hasAuthorship W4313169488A5043067670 @default.
• W4313169488 hasAuthorship W4313169488A5047215143 @default.
• W4313169488 hasAuthorship W4313169488A5066048721 @default.
• W4313169488 hasAuthorship W4313169488A5070926896 @default.
• W4313169488 hasAuthorship W4313169488A5091072136 @default.
• W4313169488 hasBestOaLocation W43131694882 @default.
• W4313169488 hasConcept C104317684 @default.
• W4313169488 hasConcept C11413529 @default.
• W4313169488 hasConcept C121332964 @default.
• W4313169488 hasConcept C137019171 @default.
• W4313169488 hasConcept C154945302 @default.
• W4313169488 hasConcept C185592680 @default.
• W4313169488 hasConcept C41008148 @default.
• W4313169488 hasConcept C55493867 @default.
• W4313169488 hasConcept C58053490 @default.
• W4313169488 hasConcept C58849907 @default.
• W4313169488 hasConcept C62520636 @default.
• W4313169488 hasConcept C63479239 @default.
• W4313169488 hasConcept C84114770 @default.
• W4313169488 hasConceptScore W4313169488C104317684 @default.
• W4313169488 hasConceptScore W4313169488C11413529 @default.
• W4313169488 hasConceptScore W4313169488C121332964 @default.
• W4313169488 hasConceptScore W4313169488C137019171 @default.
• W4313169488 hasConceptScore W4313169488C154945302 @default.
• W4313169488 hasConceptScore W4313169488C185592680 @default.
• W4313169488 hasConceptScore W4313169488C41008148 @default.
• W4313169488 hasConceptScore W4313169488C55493867 @default.
• W4313169488 hasConceptScore W4313169488C58053490 @default.
• W4313169488 hasConceptScore W4313169488C58849907 @default.
• W4313169488 hasConceptScore W4313169488C62520636 @default.
• W4313169488 hasConceptScore W4313169488C63479239 @default.
• W4313169488 hasConceptScore W4313169488C84114770 @default.
• W4313169488 hasLocation W43131694881 @default.
• W4313169488 hasLocation W43131694882 @default.
• W4313169488 hasOpenAccess W4313169488 @default.
• W4313169488 hasPrimaryLocation W43131694881 @default.
• W4313169488 hasRelatedWork W1028212721 @default.
• W4313169488 hasRelatedWork W1981303046 @default.
• W4313169488 hasRelatedWork W1993783959 @default.
• W4313169488 hasRelatedWork W1995074057 @default.

• next