Name: Many-body quantum physics with machine learning
Start: 2023-09-04T09:00:00+02:00
End: 2023-09-08T18:00:00+02:00
Location: ECT*

Many-body quantum physics with machine learning

from Monday, 4 September 2023 (09:00) to Friday, 8 September 2023 (18:00)

Monday, 4 September 2023

09:00 REGISTRATION
REGISTRATION
09:00 - 09:30
09:30 Welcome ECT* Director - Gert Aarts
Welcome ECT* Director
- Gert Aarts
09:30 - 09:35
Room: Aula Renzo Leonardi
09:35 Workshop Introduction - Arnau Rios Huguet
Workshop Introduction
- Arnau Rios Huguet
09:35 - 10:30
Room: Aula Renzo Leonardi
10:30 COFFEE BREAK
COFFEE BREAK
10:30 - 11:00
11:00 Electron gas and hydrogen: from ground state energies to excitation spectra - Markus Holzmann
Electron gas and hydrogen: from ground state energies to excitation spectra
- Markus Holzmann
11:00 - 12:00
Room: Aula Renzo Leonardi
12:00 Learning ground states of gapped quantum Hamiltonians with Kernel Methods - Clemens Giuliani
Learning ground states of gapped quantum Hamiltonians with Kernel Methods
- Clemens Giuliani
12:00 - 12:30
Room: Aula Renzo Leonardi
12:30 LUNCH
LUNCH
12:30 - 14:00
14:00 Neural Quantum States for Mixed States and their sample complexity - Filippo Vicentini
Neural Quantum States for Mixed States and their sample complexity
- Filippo Vicentini
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00 Liquid-Solid Phase Transition in 2D He-4 With Neural Quantum States - David Linteau
Liquid-Solid Phase Transition in 2D He-4 With Neural Quantum States
- David Linteau
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30 COFFEE BREAK
COFFEE BREAK
15:30 - 16:00
Room: Aula Renzo Leonardi

16:00 Discussion session
Discussion session
16:00 - 18:00
Room: Aula Renzo Leonardi
Tuesday, 5 September 2023
09:30 A simple NQS on a discretized lattice space - Carlo Barbieri
A simple NQS on a discretized lattice space
- Carlo Barbieri
09:30 - 10:30
Room: Aula Renzo Leonardi
10:30 Coffee break
Coffee break
10:30 - 11:00
11:00 Neural Network Quantum States for spinless fermions - James Keeble
Neural Network Quantum States for spinless fermions
- James Keeble
11:00 - 12:00
Room: Aula Renzo Leonardi
12:00 Anti-symmetrized neural quantum states - Javier Rozalén
Anti-symmetrized neural quantum states
- Javier Rozalén
12:00 - 12:30
Room: Aula Renzo Leonardi
12:30 LUNCH
LUNCH
12:30 - 14:00
14:00 Ultracold atoms with neural network quantum states - Jane Kim (OSU)
Ultracold atoms with neural network quantum states
- Jane Kim (OSU)
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00 Transfer learning for many-body physics - Amir Azzam
Transfer learning for many-body physics
- Amir Azzam
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30 COFFEE BREAK
COFFEE BREAK
15:30 - 16:00
Room: Aula Renzo Leonardi

16:00 Discussion session
Discussion session
16:00 - 18:00
Room: Aula Renzo Leonardi
Wednesday, 6 September 2023
09:30 Neural Quantum States for Neutron Stars - Bryce Fore
Neural Quantum States for Neutron Stars
- Bryce Fore
09:30 - 10:30
Room: Aula Renzo Leonardi
10:30 COFFEE BREAK
COFFEE BREAK
10:30 - 11:00
11:00 Natural Quantum Monte Carlo Computation of Excited States - David Pfau
Natural Quantum Monte Carlo Computation of Excited States
- David Pfau
11:00 - 12:00
Room: Aula Renzo Leonardi
12:00 Neural Network Applications in Pionless EFT - Elad Parnes
Neural Network Applications in Pionless EFT
- Elad Parnes
12:00 - 12:30
Room: Aula Renzo Leonardi
12:30 LUNCH
LUNCH
12:30 - 14:00
14:00 ML applied to the analysis of quantum phases in a quantum simulation of the Agassi model - Pedro Pérez-Fernandez
ML applied to the analysis of quantum phases in a quantum simulation of the Agassi model
- Pedro Pérez-Fernandez
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00 Unbiasing time-dependent Variational Monte Carlo by projected quantum evolution - Alessandro Sinibaldi
Unbiasing time-dependent Variational Monte Carlo by projected quantum evolution
- Alessandro Sinibaldi
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30 COFFEE BREAK
COFFEE BREAK
15:30 - 16:00

16:00 Discussion session
Discussion session
16:00 - 18:00
Room: Aula Renzo Leonardi
Thursday, 7 September 2023
09:30 Optimising Fermionic Neural Networks with Decision Geometry - Mehdi Drissi
Optimising Fermionic Neural Networks with Decision Geometry
- Mehdi Drissi
09:30 - 10:30
Room: Aula Renzo Leonardi
10:30 COFFEE BREAK
COFFEE BREAK
10:30 - 11:00
11:00 Self-learning projective quantum Monte Carlo simulations guided by neural network states - Sebastiano Pilati
Self-learning projective quantum Monte Carlo simulations guided by neural network states
- Sebastiano Pilati
11:00 - 12:00
Room: Aula Renzo Leonardi
12:00 Evolution optimization in Digital-Analog Quantum Simulations - Alvaro Saiz-Castillo
Evolution optimization in Digital-Analog Quantum Simulations
- Alvaro Saiz-Castillo
12:00 - 12:30
Room: Aula Renzo Leonardi
12:30 LUNCH
LUNCH
12:30 - 14:00
14:00 Simulating Quantum Field Theories with Neural Network Representation - Di Luo
Simulating Quantum Field Theories with Neural Network Representation
- Di Luo
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00 Machine learning flow-based models for nuclear many-body calculations with quantified uncertainties - Pengsheng Wen (Texas A&M University)
Machine learning flow-based models for nuclear many-body calculations with quantified uncertainties
- Pengsheng Wen (Texas A&M University)
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30 COFFEE BREAK
COFFEE BREAK
15:30 - 16:00

16:00 Discussion session
Discussion session
16:00 - 18:00
Room: Aula Renzo Leonardi
Friday, 8 September 2023
10:00 Improving qubit readout with autoencoders - Piero Luchi (Trento)
Improving qubit readout with autoencoders
- Piero Luchi (Trento)
10:00 - 10:30
Room: Aula Renzo Leonardi
10:30 COFFEE BREAK
COFFEE BREAK
10:30 - 11:00
Room: Aula Renzo Leonardi
11:00 Data-driven discovery of relevant information in quantum simulators - Roberto Verdel Aranda (The Abdus Salam International Centre for Theoretical Physics (ICTP))
Data-driven discovery of relevant information in quantum simulators
- Roberto Verdel Aranda (The Abdus Salam International Centre for Theoretical Physics (ICTP))
11:00 - 12:00
Room: Aula Renzo Leonardi
12:00 Exploring self-bound Hypernuclear states with Neural Quantum States - Andrea Di Donna
Exploring self-bound Hypernuclear states with Neural Quantum States
- Andrea Di Donna
12:00 - 12:30
Room: Aula Renzo Leonardi
12:30 LUNCH
LUNCH
12:30 - 14:00