ASC school 2022: Physics meets Artificial Intelligence
from
Monday, September 12, 2022 (8:00 AM)
to
Friday, September 16, 2022 (11:30 PM)
Monday, September 12, 2022
9:00 AM
Generative Models, Manifolds and Symmetries: Tools
-
Danilo Rezende
(
Deepmind
)
Generative Models, Manifolds and Symmetries: Tools
Danilo Rezende
(
Deepmind
)
9:00 AM - 10:30 AM
Room: B052
10:30 AM
Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: A027
11:00 AM
Simulation-based inference for physics and beyond
-
Alex Cole
(
Amsterdam University
)
Simulation-based inference for physics and beyond
Alex Cole
(
Amsterdam University
)
11:00 AM - 12:30 PM
Room: B052
12:30 PM
Lunch break
Lunch break
12:30 PM - 2:30 PM
2:30 PM
Generative models and many-body physics
-
Roger Melko
(
Perimeter Institute, Waterloo
)
Generative models and many-body physics
Roger Melko
(
Perimeter Institute, Waterloo
)
2:30 PM - 4:00 PM
Room: B052
4:00 PM
Coffee break
Coffee break
4:00 PM - 4:30 PM
Room: A027
4:30 PM
Understanding your network - towards interpretability in machine learning applications in many-body physics
-
Annabelle Bohrdt
(
Harvard University
)
Understanding your network - towards interpretability in machine learning applications in many-body physics
Annabelle Bohrdt
(
Harvard University
)
4:30 PM - 6:00 PM
Room: B052
Tuesday, September 13, 2022
9:00 AM
Generative Models, Manifolds and Symmetries: Applications
-
Danilo Rezende
(
DeepMind
)
Generative Models, Manifolds and Symmetries: Applications
Danilo Rezende
(
DeepMind
)
9:00 AM - 10:30 AM
Room: B052
10:30 AM
Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: A027
11:00 AM
Autoregressive models and quantum state reconstruction
-
Roger Melko
(
Perimeter Institute, Waterloo
)
Autoregressive models and quantum state reconstruction
Roger Melko
(
Perimeter Institute, Waterloo
)
11:00 AM - 12:30 PM
Room: B052
12:30 PM
Lunch break
Lunch break
12:30 PM - 2:30 PM
2:30 PM
Mathematical Foundations of Deep Learning
-
Gitta Kutyniok
(
LMU Munich
)
Mathematical Foundations of Deep Learning
Gitta Kutyniok
(
LMU Munich
)
2:30 PM - 4:00 PM
Room: B052
4:00 PM
Coffee break
Coffee break
4:00 PM - 4:30 PM
Room: A027
4:30 PM
Machine learning for string theory
-
Alex Cole
(
Amsterdam University
)
Machine learning for string theory
Alex Cole
(
Amsterdam University
)
4:30 PM - 6:00 PM
Room: B052
Tutorial: Quantum state reconstruction of Rydberg atom arrays
-
Roger Melko
(
Perimeter Institute, Waterloo
)
Tutorial: Quantum state reconstruction of Rydberg atom arrays
Roger Melko
(
Perimeter Institute, Waterloo
)
4:30 PM - 6:00 PM
Room: B051
6:00 PM
Postersession
Postersession
6:00 PM - 8:00 PM
Room: Foyer
Wednesday, September 14, 2022
9:00 AM
Artificial Intelligence for Precision Cosmology
-
Daniel Grün
(
LMU Munich
)
Artificial Intelligence for Precision Cosmology
Daniel Grün
(
LMU Munich
)
9:00 AM - 10:30 AM
Room: B052
10:30 AM
Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: A027
11:00 AM
Beyond ground states: Assisting sampling of physical states with generative models
-
Marylou Gabrie
(
École Polytechnique, Paris
)
Beyond ground states: Assisting sampling of physical states with generative models
Marylou Gabrie
(
École Polytechnique, Paris
)
11:00 AM - 12:30 PM
Room: B052
12:30 PM
Lunch break
Lunch break
12:30 PM - 2:30 PM
2:30 PM
Reliable AI: Dream or Reality?
-
Gitta Kutyniok
(
LMU Munich
)
Reliable AI: Dream or Reality?
Gitta Kutyniok
(
LMU Munich
)
2:30 PM - 4:00 PM
Room: B052
4:00 PM
Free afternoon
Free afternoon
4:00 PM - 6:00 PM
6:00 PM
Beergarden (weather permitting)
Beergarden (weather permitting)
6:00 PM - 10:00 PM
Thursday, September 15, 2022
9:00 AM
Beyond ground states: Assisting sampling of physical states with generative models
-
Marylou Gabrie
(
École Polytechnique, Paris
)
Beyond ground states: Assisting sampling of physical states with generative models
Marylou Gabrie
(
École Polytechnique, Paris
)
9:00 AM - 10:30 AM
Room: B052
10:30 AM
Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: A027
11:00 AM
Neural network quantum states: from ground states to dynamics
-
Giuseppe Carleo
(
EPFL, Lausanne
)
Neural network quantum states: from ground states to dynamics
Giuseppe Carleo
(
EPFL, Lausanne
)
11:00 AM - 12:30 PM
Room: B052
12:30 PM
Lunch break
Lunch break
12:30 PM - 2:30 PM
2:30 PM
ML and LHC Physics
-
Tilman Plehn
(
Heidelberg University
)
ML and LHC Physics
Tilman Plehn
(
Heidelberg University
)
2:30 PM - 4:00 PM
Room: B052
4:00 PM
Coffee break
Coffee break
4:00 PM - 4:30 PM
Room: A027
4:30 PM
Boosting event generation & unfolding with generative networks
-
Theo Heimel
(
Heidelberg University
)
Tilman Plehn
(
Heidelberg University
)
Boosting event generation & unfolding with generative networks
Theo Heimel
(
Heidelberg University
)
Tilman Plehn
(
Heidelberg University
)
4:30 PM - 6:00 PM
Room: B051
Neural network quantum states: from ground states to dynamics
-
Giuseppe Carleo
(
EPFL, Lausanne
)
Neural network quantum states: from ground states to dynamics
Giuseppe Carleo
(
EPFL, Lausanne
)
4:30 PM - 6:00 PM
Room: B052
6:00 PM
Postersession
Postersession
6:00 PM - 8:00 PM
Room: Foyer
Friday, September 16, 2022
9:00 AM
Bayesian Networks and Uncertainties
-
Tilman Plehn
(
Heidelberg University
)
Bayesian Networks and Uncertainties
Tilman Plehn
(
Heidelberg University
)
9:00 AM - 10:30 AM
Room: B052
10:30 AM
Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: A027
11:00 AM
Boosting event generation & unfolding with generative networks
-
Tilman Plehn
(
Heidelberg University
)
Theo Heimel
(
Heidelberg University
)
Boosting event generation & unfolding with generative networks
Tilman Plehn
(
Heidelberg University
)
Theo Heimel
(
Heidelberg University
)
11:00 AM - 12:30 PM
Room: B051
NetKetl: hands-on tutorial on neural network quantum states (Tutorial)
-
Filippo Vicentini
(
EPFL, Lausanne
)
NetKetl: hands-on tutorial on neural network quantum states (Tutorial)
Filippo Vicentini
(
EPFL, Lausanne
)
11:00 AM - 12:30 PM
Room: B052