Provably efficient machine learning for quantum many-body problems

• Exponential quantum advantages in learning quantum observables from classical data

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

  4

  citations
• Quantum convolutional neural network for phase recognition in two dimensions

  2025 Physical Review Research article Computer Science Quantum Computing Algorithms and Architecture Open access

  3

  citations
• Q-Sylvan: A Parallel Decision Diagram Package for Quantum Computing

  2025 Lecture notes in computer science conference-paper Computer Science Quantum Computing Algorithms and Architecture

  2

  citations
• Learning density functionals from noisy quantum data

  2025 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

  2

  citations
• Quantum Computing for High-Energy Physics: State of the Art and Challenges

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

  213

  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
• Quantum Computing for High-Energy Physics: State of the Art and Challenges

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

  19

  citations

8 results