Toulouse School on Machine Learning for Quantum Many-Body Physics
4-8 Apr 2022 Toulouse (France)
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Organization of the school > Program
Week
Mon. 04
Tue. 05
Wed. 06
Thu. 07
Fri. 08
List
Mon. 04
Tue. 05
Wed. 06
Thu. 07
Fri. 08
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23:00
Registration desk
8:30 - 9:30 (1h)
Registration desk
For onsite participation
Welcome Speech
9:45 - 9:55 (10min)
Welcome Speech
Lecture 1 (online) : Introduction to Machine Learning, Neural Networks
10:00 - 12:00 (2h)
Lecture 1 (online) : Introduction to Machine Learning, Neural Networks
Auditorium
Florian Marquardt
Lunch
12:00 - 14:00 (2h)
Lunch
Place du Village
Lecture 1 : Supervised / Unsupervised Learning
14:00 - 15:45 (1h45)
Lecture 1 : Supervised / Unsupervised Learning
Auditorium
Evert van Nieuwenburg
Coffee break
15:45 - 16:15 (30min)
Coffee break
Place du Village
Tutorial : Introduction to Machine Learning, JAX Library, Automatic Differentiation
16:15 - 18:00 (1h45)
Tutorial : Introduction to Machine Learning, JAX Library, Automatic Differentiation
Auditorium
Damian Hofmann / Filippo Vicentini
Lecture / Tutorial 2 : Learning phase transitions / Confusion method
8:30 - 10:00 (1h30)
Lecture / Tutorial 2 : Learning phase transitions / Confusion method
Auditorium
Evert van Nieuwenburg
Coffee break
10:00 - 10:30 (30min)
Coffee break
Place du Village
Lecture 2 : Reinforcement learning
10:30 - 12:15 (1h45)
Lecture 2 : Reinforcement learning
Auditorium
Florian Marquardt
Lunch
12:15 - 13:45 (1h30)
Lunch
Place du Village
Lecture (online): Kernel methods
13:45 - 15:15 (1h30)
Lecture (online): Kernel methods
Auditorium
Matthias Rupp
Coffee break
15:15 - 15:35 (20min)
Coffee break
Place du Village
Tutorial (online) : Application to atomistic models
15:35 - 17:00 (1h25)
Tutorial (online) : Application to atomistic models
Auditorium
Matthias Rupp
Social event (tour + dinner)
17:45 - 23:00 (5h15)
Social event (tour + dinner)
Lecture 1 : Neural quantum states / Variational Monte Carlo
9:00 - 10:45 (1h45)
Lecture 1 : Neural quantum states / Variational Monte Carlo
Auditorium
Giuseppe Carleo
Coffee break
10:45 - 11:15 (30min)
Coffee break
Place du Village
Lecture : Quantum Tomography with machine learning methods
11:15 - 12:45 (1h30)
Lecture : Quantum Tomography with machine learning methods
Auditorium
Stefanie Czischek
Lunch
12:45 - 14:30 (1h45)
Lunch
Place du Village
Tutorial : Variational Monte Carlo for Ground-states, NetKet Library
14:30 - 16:15 (1h45)
Tutorial : Variational Monte Carlo for Ground-states, NetKet Library
Auditorium
Damian Hofmann / Filippo Vicentini
Coffee break
16:15 - 16:45 (30min)
Coffee break
Place du Village
Lecture / Tutorial (online) : Recurrent Neural Networks and their application to ground-states.
16:45 - 18:30 (1h45)
Lecture / Tutorial (online) : Recurrent Neural Networks and their application to ground-states.
Auditorium
Mohamed Hibat-Allah
Lecture 2 : Neural quantum states, dynamics, open systems
9:00 - 10:45 (1h45)
Lecture 2 : Neural quantum states, dynamics, open systems
Auditorium
Giuseppe Carleo
Coffee break
10:45 - 11:15 (30min)
Coffee break
Place du Village
Tutorial : NQS dynamics with NetKet, time-dependent variational Monte Carlo
11:15 - 12:15 (1h)
Tutorial : NQS dynamics with NetKet, time-dependent variational Monte Carlo
Auditorium
Damian Hofmann
Lunch + Poster Session
12:15 - 14:45 (2h30)
Lunch + Poster Session
Selected short talks
15:00 - 16:00 (1h)
Selected short talks
Auditorium
Coffee break
16:00 - 16:30 (30min)
Coffee break
Place du Village
Specialized Seminar (TBA)
16:30 - 17:30 (1h)
Specialized Seminar (TBA)
Auditorium
Filippo Vicentini
Specialized Seminar (online) : Generative models for Rydberg atom arrays
17:30 - 18:30 (1h)
Specialized Seminar (online) : Generative models for Rydberg atom arrays
Auditorium
Roger Melko
Introduction to spiking and non-spiking neuromorphic hardware
9:00 - 10:00 (1h)
Introduction to spiking and non-spiking neuromorphic hardware
Auditorium
Stefanie Czischek
Quantum spin liquids and NQS: symmetries and sign structures
10:00 - 11:00 (1h)
Quantum spin liquids and NQS: symmetries and sign structures
Auditorium
Attila Szabo
Coffee break
11:00 - 11:30 (30min)
Coffee break
Place du Village
Quantum error correction with machine learning
11:30 - 12:15 (45min)
Quantum error correction with machine learning
Auditorium
Evert van Nieuwenburg
Lunch
12:15 - 14:00 (1h45)
Lunch
Place du Village
Wrap Up Session : Q&A's, Quizz
14:00 - 15:30 (1h30)
Wrap Up Session : Q&A's, Quizz
Auditorium
Coffee break
15:30 - 16:00 (30min)
Coffee break
Place du Village
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