Encoding-dependent generalization bounds for parametrized quantum circuits

• Double Descent in Quantum Kernel Methods

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

  1

  citations
• Approximation and Generalization Capacities of Parametrized Quantum Circuits for Functions in Sobolev Spaces

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

  6

  citations
• Gradients and frequency profiles of quantum re-uploading models

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

  8

  citations
• Shadows of quantum machine learning

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

  68

  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
• Hyperparameter importance and optimization of quantum neural networks across small datasets

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

  26

  citations
• High Dimensional Quantum Machine Learning With Small Quantum Computers

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

  36

  citations
• Shadows of quantum machine learning

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

  0

  citations
• Hyperparameter Importance of Quantum Neural Networks Across Small Datasets

  2022 Lecture notes in computer science conference-paper Computer Science Quantum Computing Algorithms and Architecture Open access

  10

  citations

9 results

• Structural risk minimization for quantum linear classifiers

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

  34

  citations

1 result