Machine learning for quantum systems

Statistical estimation applied to quantum states and devices.

Papers

  1. Learning energy-based representations of quantum many-body states
    Abhijith Jayakumar, Marc Vuffray, and Andrey Y. Lokhov
    Phys. Rev. Res., Aug 2024
  2. Efficient learning of lattice gauge theories with fermions
    Shreya Shukla, Yukari Yamauchi, Andrey Y. Lokhov , and 2 more authors
    Phys. Rev. D, Jun 2026
  3. Universal framework for simultaneous tomography of quantum states and SPAM noise
    Abhijith Jayakumar, Stefano Chessa, Carleton Coffrin , and 3 more authors
    Quantum, Jul 2024
  4. Learning response functions of analog quantum computers: analysis of neutral-atom and superconducting platforms
    Cenk Tüysüz, Abhijith Jayakumar, Carleton Coffrin , and 2 more authors
    arXiv preprint arXiv:2503.12520, Jul 2025
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