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