Woerner, Stefan

The power of quantum neural networks

Abbas, A., Sutter, D., Zoufal, C., Lucchi, A., Figalli, A., & Woerner, S. (2021) · Nature Computational Science

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 1,082

Quantum Generative Adversarial Networks for learning and loading random distributions

Zoufal, C., Lucchi, A., & Woerner, S. (2019) · npj Quantum Information

Quantum Computing Algorithms and ArchitectureQuantum Information and Cryptography

Cited by 480

Warm-starting quantum optimization

Egger, D. J., Mareček, J., & Woerner, S. (2021) · Quantum

Quantum Computing Algorithms and ArchitectureComplexity and Algorithms in Graphs

Cited by 269

Improving Variational Quantum Optimization using CVaR

Barkoutsos, P. K., Nannicini, G., Robert, A., Tavernelli, I., & Woerner, S. (2020) · Quantum

Quantum Computing Algorithms and ArchitectureMetaheuristic Optimization Algorithms Research

Cited by 263

Challenges and opportunities in quantum optimization

Abbas, A., Ambainis, A., Augustino, B., Bärtschi, A., Buhrman, H., Coffrin, C., Cortiana, G., Dunjko, V., Egger, D. J., Elmegreen, B. G., et al. (2024) · Nature Reviews Physics

Quantum Computing Algorithms and ArchitectureMetaheuristic Optimization Algorithms Research

Cited by 201

Resource-efficient quantum algorithm for protein folding

Robert, A., Barkoutsos, P. K., Woerner, S., & Tavernelli, I. (2021) · npj Quantum Information

Quantum Computing Algorithms and ArchitectureProtein Structure and Dynamics

Cited by 201

Grover Adaptive Search for Constrained Polynomial Binary Optimization

Gilliam, A., Woerner, S., & Gonciulea, C. (2021) · Quantum

Quantum Computing Algorithms and ArchitectureQuantum Information and Cryptography

Cited by 153

Variational Quantum Boltzmann Machines

Zoufal, C., Lucchi, A., & Woerner, S. (2020) · arXiv

Quantum Computing Algorithms and ArchitectureQuantum many-body systems

Cited by 99

Quantum Algorithms for Mixed Binary Optimization Applied to Transaction Settlement

Braine, L., Egger, D. J., Glick, J., & Woerner, S. (2021) · IEEE Transactions on Quantum Engineering

Quantum Computing Algorithms and ArchitectureMetaheuristic Optimization Algorithms Research

Cited by 51

Provable bounds for noise-free expectation values computed from noisy samples

Barron, S. V., Egger, D. J., Pelofske, E., Bärtschi, A., Eidenbenz, S., Lehmkuehler, M., & Woerner, S. (2024) · Nature Computational Science

Quantum Computing Algorithms and ArchitectureQuantum Information and Cryptography

Cited by 25

Quantum Optimization Benchmarking Library - The Intractable Decathlon

Koch, T., Neira, D. E. B., Chen, Y., Cortiana, G., Egger, D. J., Heese, R., Hegade, N. N., Cadavid, A. G., Huang, R., Itoko, T., et al. (2025) · arXiv

Quantum Computing Algorithms and ArchitectureMetaheuristic Optimization Algorithms Research

Cited by 5