Heisenberg-limited Hamiltonian learning for interacting bosons
Publication
, Journal Article
Li, H; Tong, Y; Gefen, T; Ni, H; Ying, L
Published in: npj Quantum Information
December 1, 2024
We develop a protocol for learning a class of interacting bosonic Hamiltonians from dynamics with Heisenberg-limited scaling. For Hamiltonians with an underlying bounded-degree graph structure, we can learn all parameters with root mean square error ϵ using O(1/ϵ) total evolution time, which is independent of the system size, in a way that is robust against state-preparation and measurement error. In the protocol, we only use bosonic coherent states, beam splitters, phase shifters, and homodyne measurements, which are easy to implement on many experimental platforms. A key technique we develop is to apply random unitaries to enforce symmetry in the effective Hamiltonian, which may be of independent interest.
Duke Scholars
Published In
npj Quantum Information
DOI
EISSN
2056-6387
Publication Date
December 1, 2024
Volume
10
Issue
1
Related Subject Headings
- 5108 Quantum physics
- 4902 Mathematical physics
- 4613 Theory of computation
Citation
APA
Chicago
ICMJE
MLA
NLM
Li, H., Tong, Y., Gefen, T., Ni, H., & Ying, L. (2024). Heisenberg-limited Hamiltonian learning for interacting bosons. Npj Quantum Information, 10(1). https://doi.org/10.1038/s41534-024-00881-2
Li, H., Y. Tong, T. Gefen, H. Ni, and L. Ying. “Heisenberg-limited Hamiltonian learning for interacting bosons.” Npj Quantum Information 10, no. 1 (December 1, 2024). https://doi.org/10.1038/s41534-024-00881-2.
Li H, Tong Y, Gefen T, Ni H, Ying L. Heisenberg-limited Hamiltonian learning for interacting bosons. npj Quantum Information. 2024 Dec 1;10(1).
Li, H., et al. “Heisenberg-limited Hamiltonian learning for interacting bosons.” Npj Quantum Information, vol. 10, no. 1, Dec. 2024. Scopus, doi:10.1038/s41534-024-00881-2.
Li H, Tong Y, Gefen T, Ni H, Ying L. Heisenberg-limited Hamiltonian learning for interacting bosons. npj Quantum Information. 2024 Dec 1;10(1).
Published In
npj Quantum Information
DOI
EISSN
2056-6387
Publication Date
December 1, 2024
Volume
10
Issue
1
Related Subject Headings
- 5108 Quantum physics
- 4902 Mathematical physics
- 4613 Theory of computation