Sornborger, Andrew T.

Generalization in quantum machine learning from few training data

Caro, M. C., Huang, H.-Y., Cerezo, M., Sharma, K., Sornborger, A., Cincio, L., & Coles, P. J. (2022) · Nature Communications

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 476

Quantum-assisted quantum compiling

Khatri, S., LaRose, R., Poremba, A., Cincio, L., Sornborger, A. T., & Coles, P. J. (2019) · Quantum

Quantum Computing Algorithms and ArchitectureQuantum Information and Cryptography

Cited by 382

Absence of Barren Plateaus in Quantum Convolutional Neural Networks

Pesah, A., Cerezo, M., Wang, S., Volkoff, T., Sornborger, A. T., & Coles, P. J. (2021) · Physical Review X

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 343

Absence of Barren Plateaus in Quantum Convolutional Neural Networks

Pesah, A., Cerezo, M., Wang, S., Volkoff, T., Sornborger, A. T., & Coles, P. J. (2020) · arXiv

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 343

Variational fast forwarding for quantum simulation beyond the coherence time

Cîrstoiu, C., Holmes, Z., Iosue, J., Cincio, L., Coles, P. J., & Sornborger, A. (2020) · npj Quantum Information

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 232

Barren Plateaus Preclude Learning Scramblers

Holmes, Z., Arrasmith, A., Yan, B., Coles, P. J., Albrecht, A., & Sornborger, A. T. (2021) · Physical Review Letters

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 125

Barren plateaus preclude learning scramblers

Holmes, Z., Arrasmith, A., Yan, B., Coles, P. J., Albrecht, A., & Sornborger, A. T. (2020) · arXiv

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 125

Variational consistent histories as a hybrid algorithm for quantum foundations

Arrasmith, A., Cincio, L., Sornborger, A. T., Zurek, W. H., & Coles, P. J. (2019) · Nature Communications

Quantum Computing Algorithms and ArchitectureQuantum Mechanics and Applications

Cited by 66

Variational Hamiltonian Diagonalization for Dynamical Quantum Simulation

Commeau, B., Cerezo, M., Holmes, Z., Cincio, L., Coles, P. J., & Sornborger, A. (2020) · arXiv

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 42

Long-time simulations with high fidelity on quantum hardware

Gibbs, J., Gili, K., Holmes, Z., Commeau, B., Arrasmith, A., Cincio, L., Coles, P. J., & Sornborger, A. (2021) · arXiv

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 28