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Symmetry and Error Mitigation in Quantum Alternating Operator AnsatzQuantum Alternating Operator Ansatz (QAOA) provides a platform for probing quantum advantage in optimization problems on NISQ hardware. By exploring symmetries in the system and the structure of unitaries in the algorithm, we proposed using problem-specific mixing operators to limit the quantum evolution within a subspace where the target state lives. As an example, in case of equality constraint, we studied the use of XY operators that preserve total Pauli Z. This QAOA variant, in the noiseless case, significantly outperforms the vanilla version of QAOA where the constraints are encoded as penalty in the cost Hamiltonian and the search is in the whole Hilbert space. In presence of noise, although the advantage still holds, error mitigation is needed for QAOA. I will overview our work on the design of QAOA in presence of symmetry, the implementation and compilation of XY-QAOA, its performance and error mitigation techniques in presence of noise.
Document ID
20210018441
Acquisition Source
Ames Research Center
Document Type
Presentation
Authors
Zhihui Wang
(Universities Space Research Association Columbia, Maryland, United States)
Date Acquired
July 8, 2021
Subject Category
Cybernetics, Artificial Intelligence And Robotics
Meeting Information
Meeting: Adiabatic Quantum Computing Conference 2021
Location: Virtual
Country: US
Start Date: June 22, 2021
End Date: June 25, 2021
Sponsors: Tokyo Institute of Technology
Funding Number(s)
CONTRACT_GRANT: NNA16BD14C
Distribution Limits
Public
Copyright
Public Use Permitted.
Technical Review
Single Expert
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