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Fermionic Partial Tomography via Classical Shadows.
Andrew Zhao1, Nicholas C Rubin2, Akimasa Miyake1
1Center for Quantum Information and Control, Department of Physics and Astronomy, University of New Mexico, Albuquerque, New Mexico 87106, USA.
We developed a quantum tomography protocol to efficiently estimate fermionic reduced density matrices (k-RDMs) for quantum simulations. This method, based on classical shadows, offers optimal scaling for near-term quantum algorithms in physics and chemistry.
Area of Science:
- Quantum Information Science
- Computational Physics
- Quantum Chemistry
Background:
- Estimating k-body reduced density matrices (k-RDMs) is crucial for quantum simulation of many-body systems.
- Near-term quantum algorithms require efficient methods for learning properties of fermionic states.
Purpose of the Study:
- To propose a novel tomographic protocol for estimating any k-RDM of an n-mode fermionic state.
- To extend the classical shadows framework to the fermionic setting for quantum state learning.
Main Methods:
- Utilizing a sampling protocol with randomized measurement settings generated by fermionic Gaussian unitaries.
- Implementing circuits with linear depth for efficient state preparation and measurement.
- Adapting the method to incorporate particle-number symmetry for potential circuit depth reduction.
Main Results:
- Proving an optimal scaling of (n/k)k^{3/2}log(n)/ϵ^{2} for state preparations to estimate k-RDM elements.
- Demonstrating substantial improvement in constant overheads for k≥2 compared to deterministic strategies via numerical calculations.
- Showing that particle-number symmetry adaptation can halve circuit depth at the cost of increased repetitions.
Conclusions:
- The proposed protocol provides an efficient and scalable method for fermionic quantum state tomography.
- This work offers a significant advancement for near-term quantum algorithms in simulating complex quantum systems.
- The protocol's adaptability and proven optimality make it a valuable tool for quantum computation applications.
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