Machine learning & artificial intelligence in the quantum domain: a review of recent progress

• Learning minimal representations of fermionic ground states

  2026 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  0

  citations
• Experimental demonstration of quantum continual learning with superconducting qubits

  2026 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access

  8

  citations
• Double Descent in Quantum Kernel Methods

  2025 PRX Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

  1

  citations
• Automated Reasoning in Quantum Circuit Compilation

  2024 Lecture notes in computer science conference-paper Computer Science Quantum Computing Algorithms and Architecture Open access

  4

  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

  9

  citations
• Shadows of quantum machine learning

  2024 Nature Communications article Computer Science Quantum Computing Algorithms and Architecture Open access

  68

  citations
• Enhancing quantum adversarial robustness by randomized encodings

  2024 Physical Review Research article Computer Science Quantum Computing Algorithms and Architecture Open access

  35

  citations
• On the expressivity of embedding quantum kernels

  2024 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

  18

  citations
• Shadows of quantum machine learning

  2023 arXiv (Cornell University) preprint Computer Science Quantum Computing Algorithms and Architecture Open access

  0

  citations
• Quantum Error Correction with Quantum Autoencoders

  2023 Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

  36

  citations
• Certificates of quantum many-body properties assisted by machine learning

  2023 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  9

  citations
• Quantum machine learning beyond kernel methods

  2023 Nature Communications article Computer Science Quantum Computing Algorithms and Architecture Open access cited by 2 patents

  228

  citations
• The Data Lifecycle from Data Capture to Insight

  2023 Springer eBooks book-chapter Engineering Digital Transformation in Industry

  0

  citations
• Quantum-accessible reinforcement learning beyond strictly epochal environments

  2021 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

  11

  citations
• Smooth input preparation for quantum and quantum-inspired machine learning

  2021 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

  10

  citations
• Experimental quantum speed-up in reinforcement learning agents

  2021 Nature article Computer Science Quantum Computing Algorithms and Architecture Open access cited by 4 patents

  174

  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
• Der Data Lifecycle von der Erfassung bis zur Erkenntnis

  2021 Springer eBooks book-chapter Engineering Digital Transformation in Industry

  0

  citations
• On the convergence of projective-simulation–based reinforcement learning in Markov decision processes

  2020 Quantum Machine Intelligence article Computer Science Quantum Computing Algorithms and Architecture Open access

  16

  citations
• A non-review of Quantum Machine Learning: trends and explorations

  2020 article Computer Science Quantum Computing Algorithms and Architecture Open access

  81

  citations

20 results