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Quantum optimizers 6.2 How quantum testbeds might help 6.3 Quantum annealing 6.4 Noise-resilient quantum circuits 6.5 Quantum deep learning 6.6 Quantum matrix inversion 6.7 Quantum recommendation systems 6.8 Quantum semidefinite…


…[4] J. Preskill, Quantum computing in the NISQ era and beyond, Quantum 2, 79 (2018). [5] J. Preskill, Quantum computing and the entangle- ment frontier, arXiv:1203.5813 (2012). [6] C. Neill,…


quantum-classical algorithms, which are arguably the most promising applications of Noisy Intermediate-Scale Quantum (NISQ) com- puters [29]. Applications include the Variational Quantum Eigensolver (VQE) [27], Quantum Ap- proximate Optimization Algorithm…


…Department of Energy, Office of Science, Office of Advanced Scientific Computing Research (ASCR) Quantum Algorithm Teams, Quantum Computing Application Teams, and Accelerated Research in Quantum Computing programs, under field work…


…U.S. DOE, Of- fice of Science, Office of Advanced Scientific Com- puting Research, under the Quantum Computing Application Teams program. References [1] J. Preskill, Quantum computing in the NISQ era