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Papers matching “quantum machine learning” 64

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Smooth input preparation for quantum and quantum-inspired machine learning
2021 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

Zhikuan Zhao, Jack Fitzsimons, Patrick Rebentrost, Vedran Dunjko, Joseph F. Fitzsimons

10

citations
High Dimensional Quantum Machine Learning With Small Quantum Computers
2023 Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

Simon C. Marshall, Casper Gyurik, Vedran Dunjko

36

citations
Quantum machine learning beyond kernel methods
2023 Nature Communications article Computer Science Quantum Computing Algorithms and Architecture Open access

Sofiène Jerbi, Lukas J. Fiderer, Hendrik Poulsen Nautrup, Jonas M. Kübler, Hans J. Briegel, Vedran Dunjko

228

citations
Shadows of quantum machine learning
2024 Nature Communications article Computer Science Quantum Computing Algorithms and Architecture Open access

Sofiène Jerbi, Casper Gyurik, Simon C. Marshall, Riccardo Molteni, Vedran Dunjko

68

citations
Symmetry-invariant quantum machine learning force fields
2025 New Journal of Physics article Computer Science Quantum Computing Algorithms and Architecture Open access

Isabel Nha Minh Le, Oriel Kiss, Julian Schuhmacher, Ivano Tavernelli, Francesco Tacchino

10

citations
Self-adaptive physics-informed quantum machine learning for solving differential equations
2024 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Rasul Abdusalamov, Felix Motzoi

11

citations
The role of data-induced randomness in quantum machine learning classification tasks
2026 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access

Berta Casas, Xavier Bonet-Monroig, Adrián Pérez-Salinas

0

citations
Resource frugal optimizer for quantum machine learning
2023 Quantum Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Charles Moussa, Max Hunter Gordon, Michał Bączyk, Marco Cerezo, Łukasz Cincio, Patrick J. Coles

9

citations
A non-review of Quantum Machine Learning: trends and explorations
2020 article Computer Science Quantum Computing Algorithms and Architecture Open access

Vedran Dunjko, Péter Wittek

81

citations
Quantum agents in the Gym: a variational quantum algorithm for deep Q-learning
2022 Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

Andrea Skolik, Sofiène Jerbi, Vedran Dunjko

193

citations
Exponential quantum advantages in learning quantum observables from classical data
2026 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access

Riccardo Molteni, Casper Gyurik, Vedran Dunjko

4

citations
Explainable representation learning of small quantum states
2023 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Felix Frohnert, Evert van Nieuwenburg

11

citations
Quantum-accessible reinforcement learning beyond strictly epochal environments
2021 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

Vedran Dunjko, Sabine Wölk

11

citations
Robustness of quantum reinforcement learning under hardware errors
2023 EPJ Quantum Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Andrea Skolik, Stefano Mangini, Thomas Bäck, Chiara Macchiavello, Vedran Dunjko

29

citations
Learning density functionals from noisy quantum data
2025 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Emiel Koridon, Felix Frohnert, Eric Prehn, Evert van Nieuwenburg, Jordi Tura, Stefano Polla

2

citations
Experimental demonstration of quantum continual learning with superconducting qubits
2026 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access

Chuanyu Zhang, Zhide Lu, Liangtian Zhao, Shibo Xu, Weikang Li, Ke Wang, +29 more

8

citations
Enhancing variational quantum state diagonalization using reinforcement learning techniques
2024 New Journal of Physics article Computer Science Quantum Computing Algorithms and Architecture Open access

Akash Kundu, Przemysław Bedełek, Mateusz Ostaszewski, Onur Danaci, Yash J. Patel, Vedran Dunjko, +1 more

12

citations
Quantum-classical separations in shallow-circuit-based learning with and without noises
2024 Communications Physics article Computer Science Quantum Computing Algorithms and Architecture Open access

Zhihan Zhang, Weiyuan Gong, Weikang Li, Dong-Ling Deng

9

citations
Equivariant quantum circuits for learning on weighted graphs
2023 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access

Andrea Skolik, Michele Cattelan, Sheir Yarkoni, Thomas Bäck, Vedran Dunjko

70

citations
Learning properties of quantum states without the IID assumption
2024 Nature Communications article Computer Science Quantum Computing Algorithms and Architecture Open access

Omar Fawzi, Richard Kueng, Damian Markham, Aadil Oufkir

5

citations
Quantum Enhancements for Deep Reinforcement Learning in Large Spaces
2021 PRX Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

53

citations
Quantum Circuit Discovery for Fault-Tolerant Logical State Preparation with Reinforcement Learning
2025 Physical Review X article Computer Science Quantum Computing Algorithms and Architecture Open access

Remmy A. M. Zen, Jan Ollé, Luis Colmenárez, Matteo Ballerini Puviani, Florian Marquardt

5

citations
Layerwise learning for quantum neural networks
2021 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

Andrea Skolik, Jarrod R. McClean, Masoud Mohseni, Patrick van der Smagt, Martin Leib

320

citations
Hyperparameter importance and optimization of quantum neural networks across small datasets
2023 Machine Learning article Computer Science Quantum Computing Algorithms and Architecture Open access

Charles Moussa, Yash J. Patel, Vedran Dunjko, Thomas Bäck, Jan N. van Rijn

26

citations
Quantum Error Correction with Quantum Autoencoders
2023 Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

David F. Locher, Lorenzo Cardarelli, Markus Michael Müller

36

citations