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A Threshold for Quantum Advantage in Derivative Pricing

Chakrabarti S.
•
Krishnakumar R.
•
Mazzola G.
altro
Zeng W. J.
2021
  • journal article

Periodico
QUANTUM
Abstract
We give an upper bound on the resources required for valuable quantum advantage in pricing derivatives. To do so, we give the first complete resource estimates for useful quantum derivative pricing, using autocallable and Target Accrual Redemption Forward (TARF) derivatives as benchmark use cases. We uncover blocking challenges in known approaches and introduce a new method for quantum derivative pricing - the re-parameterization method - that avoids them. This method combines pre-trained variational circuits with fault-tolerant quantum computing to dramatically reduce resource requirements. We find that the benchmark use cases we examine require 8k logical qubits and a T-depth of 54 million. We estimate that quantum advantage would require executing this program at the order of a second. While the resource requirements given here are out of reach of current systems, we hope they will provide a roadmap for further improvements in algorithms, implementations, and planned hardware architectures.
DOI
10.22331/Q-2021-06-01-463
Archivio
https://hdl.handle.net/20.500.11767/151492
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85108550971
https://arxiv.org/abs/2012.03819v3
https://ricerca.unityfvg.it/handle/20.500.11767/151492
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by/4.0/
Soggetti
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