Many-body quantum physics with machine learning

Europe/Rome
Aula Renzo Leonardi (ECT*)

Aula Renzo Leonardi

ECT*

Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
Alessandro Lovato (Argonne National Laboratory, United States & Trento Institute for Fundamental & Applied Physics (TIFPA)), Arnau Rios Huguet (Institute of Cosmos Sciences, University of Barcelona, Spain), Estelle Inack (Perimeter Institute for Theoretical Physics & yiyaniQ Inc., Canada), Giuseppe Carleo (École polytechnique Fédérale de Lausanne (EPFL), Switzerland)
Description

Attention

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Machine learning techniques have become standard scientific tools across several fields. Quantum many-body theory is no exception, with a recent explosion of applications in domains that range from spin systems, to quantum chemistry and nuclear physics. This workshop is devoted to discussing machine-learning tools that aim at directly solving the Schrödinger equation in a many-particle context. These tools typically exploit the outstanding variational properties of neural networks, including first- and second-quantized versions. We aim at bringing together quantum many-body practitioners, within and outside the nuclear domain, and physics-focused machine learning experts, to review past achievements and recent advances in solving quantum many-body problems with machine learning tools. By bringing together different communities, we want to take a global look at the state-of-the-art in the field; to identify new avenues and recent meaningful advances; and to stimulate cross-fertilisation among fields to consolidate the use of machine-learning tools in the many-body domain.

       

Participants
  • Alessandro Lovato
  • Alessandro Roggero
  • Alessandro Sinibaldi
  • ALVARO SAIZ CASTILLO
  • Amir Azzam
  • Arnau Rios Huguet
  • Bryce Fore
  • Carlo Barbieri
  • Clemens Giuliani
  • Daniel Lima
  • David Linteau
  • David Pfau
  • David Regnier
  • Dennis Westerbeck
  • Di Luo
  • Elad Parnes
  • Estelle Inack
  • Fabian Ballar Trigueros
  • Filippo Vicentini
  • Florian Andreas Franz Schöppl
  • Francesco Pederiva
  • Georg Maier
  • Giuseppe Carleo
  • James Keeble
  • Javier Rozalén Sarmiento
  • Jonas Rigo
  • Maciej Marciniak
  • Markus Holzmann
  • Mathias Steinhuber
  • Mehdi Drissi
  • Pascal Vecsei
  • Pedro Pérez-Fernández
  • Pengsheng Wen
  • Rajat Panda
  • Roberto Verdel Aranda
  • Sebastiano Pilati
  • Sidhartha Dash
Videoconference
Many-body quantum physics with machine learning
Zoom Meeting ID
82796722893
Host
Susan Driessen
Zoom URL
Contact | Susan Driessen
    • 1
      REGISTRATION Rustico grey building

      Rustico grey building

    • 2
      Welcome ECT* Director Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Gert Aarts
    • 3
      Workshop Introduction Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Arnau Rios Huguet
    • 10:30
      COFFEE BREAK Villa Tambosi

      Villa Tambosi

    • 4
      Electron gas and hydrogen: from ground state energies to excitation spectra Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Markus Holzmann
    • 5
      Learning ground states of gapped quantum Hamiltonians with Kernel Methods Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Clemens Giuliani
    • 12:30
      LUNCH Villa Tambosi

      Villa Tambosi

    • 6
      Neural Quantum States for Mixed States and their sample complexity Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Filippo Vicentini
    • 7
      Liquid-Solid Phase Transition in 2D He-4 With Neural Quantum States Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: David Linteau
    • 15:30
      COFFEE BREAK Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 8
      Discussion session Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 9
      A simple NQS on a discretized lattice space Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Carlo Barbieri
    • 10:30
      Coffee break Villa Tambosi

      Villa Tambosi

    • 10
      Neural Network Quantum States for spinless fermions Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: James Keeble
    • 11
      Anti-symmetrized neural quantum states Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Javier Rozalén
    • 12:30
      LUNCH Villa Tambosi

      Villa Tambosi

    • 12
      Ultracold atoms with neural network quantum states Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Dr Jane Kim (OSU)
    • 13
      Transfer learning for many-body physics Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Amir Azzam
    • 15:30
      COFFEE BREAK Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 14
      Discussion session Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 15
      Neural Quantum States for Neutron Stars Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Bryce Fore
    • 10:30
      COFFEE BREAK Villa Tambosi

      Villa Tambosi

    • 16
      Natural Quantum Monte Carlo Computation of Excited States Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: David Pfau
    • 17
      Neural Network Applications in Pionless EFT Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Elad Parnes
    • 12:30
      LUNCH Villa Tambosi

      Villa Tambosi

    • 18
      ML applied to the analysis of quantum phases in a quantum simulation of the Agassi model Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Pedro Pérez-Fernandez
    • 19
      Unbiasing time-dependent Variational Monte Carlo by projected quantum evolution Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Alessandro Sinibaldi
    • 15:30
      COFFEE BREAK Villa Tambosi

      Villa Tambosi

    • 20
      Discussion session Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 21
      Optimising Fermionic Neural Networks with Decision Geometry Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Mehdi Drissi
    • 10:30
      COFFEE BREAK Villa Tambosi

      Villa Tambosi

    • 22
      Self-learning projective quantum Monte Carlo simulations guided by neural network states Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Sebastiano Pilati
    • 23
      Evolution optimization in Digital-Analog Quantum Simulations Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Alvaro Saiz-Castillo
    • 12:30
      LUNCH Villa Tambosi

      Villa Tambosi

    • 24
      Simulating Quantum Field Theories with Neural Network Representation Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Di Luo
    • 25
      Machine learning flow-based models for nuclear many-body calculations with quantified uncertainties Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Pengsheng Wen (Texas A&M University)
    • 15:30
      COFFEE BREAK Villa Tambosi

      Villa Tambosi

    • 26
      Discussion session Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 27
      Improving qubit readout with autoencoders Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Dr Piero Luchi (Trento)
    • 10:30
      COFFEE BREAK Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
    • 28
      Data-driven discovery of relevant information in quantum simulators Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Roberto Verdel Aranda (The Abdus Salam International Centre for Theoretical Physics (ICTP))
    • 29
      Exploring self-bound Hypernuclear states with Neural Quantum States Aula Renzo Leonardi

      Aula Renzo Leonardi

      ECT*

      Strada delle Tabarelle 286, I-38123 Villazzano (Trento)
      Speaker: Andrea Di Donna
    • 12:30
      LUNCH Villa Tambosi

      Villa Tambosi