A Deep-Learning Era of Particle Theory
from
Monday, June 13, 2022 (9:00 AM)
to
Friday, July 8, 2022 (4:00 PM)
Monday, June 13, 2022
Tuesday, June 14, 2022
10:00 AM
TBA
-
Mike Douglas
TBA
Mike Douglas
10:00 AM - 11:30 AM
Room: 02.430
11:30 AM
Coffee Break
Coffee Break
11:30 AM - 12:00 PM
Room: 02.430
2:00 PM
TBA
-
Ed HIrst
TBA
Ed HIrst
2:00 PM - 3:00 PM
Room: 02.430
3:00 PM
Coffee Break
Coffee Break
3:00 PM - 3:30 PM
Room: 02.430
Wednesday, June 15, 2022
10:00 AM
TBA
-
Fabian Ruehle
TBA
Fabian Ruehle
10:00 AM - 11:30 AM
Room: 02.430
11:30 AM
Coffee Break
Coffee Break
11:30 AM - 12:00 PM
Room: 02.430
2:00 PM
TBA
-
Vasilis Niarchos
TBA
Vasilis Niarchos
2:00 PM - 3:00 PM
Room: 02.430
3:00 PM
Coffee Break
Coffee Break
3:00 PM - 3:30 PM
Room: 02.430
Thursday, June 16, 2022
10:00 AM
TBA
-
Gary Shiu
TBA
Gary Shiu
10:00 AM - 11:30 AM
Room: 02.430
11:30 AM
Coffee Break
Coffee Break
11:30 AM - 12:00 PM
Room: 02.430
Friday, June 17, 2022
10:00 AM
TBA
-
Mark Hughes
TBA
Mark Hughes
10:00 AM - 11:30 AM
Room: 02.430
11:30 AM
Coffee Break
Coffee Break
11:30 AM - 12:00 PM
Room: 02.430
Saturday, June 18, 2022
Sunday, June 19, 2022
Monday, June 20, 2022
10:00 AM
Quantum field theory and deep neural networks
-
Ro Jefferson
Quantum field theory and deep neural networks
Ro Jefferson
10:00 AM - 11:00 AM
Room: 02.430
11:00 AM
Coffee Break
Coffee Break
11:00 AM - 11:30 AM
Room: 02.430
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Short talks /round of introductions
-
Maiti
Abel
Gerdes
Short talks /round of introductions
Maiti
Abel
Gerdes
4:00 PM - 5:30 PM
Room: 02.430
Tuesday, June 21, 2022
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 02.430
10:30 AM
Machine learning the bulk in AdS/CFT
-
Koji Hashimoto
Machine learning the bulk in AdS/CFT
Koji Hashimoto
10:30 AM - 11:30 AM
Room: 02.430
Wednesday, June 22, 2022
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 02.430
10:30 AM
Short talks
-
Mathis Gerdes
Steven Abel
Anindita Maiti
Short talks
Mathis Gerdes
Steven Abel
Anindita Maiti
10:30 AM - 11:30 AM
Room: 02.430
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
TBA
-
Phiala Shanahan
TBA
Phiala Shanahan
4:00 PM - 5:30 PM
Room: 02.430
Thursday, June 23, 2022
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 02.430
10:30 AM
Learning QFT in examples: DOING reconstructions, LEARNING new obserbales, and EMULATING simulations
-
Jan Pawlowski
Learning QFT in examples: DOING reconstructions, LEARNING new obserbales, and EMULATING simulations
Jan Pawlowski
10:30 AM - 11:30 AM
Room: 02.430
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Discussion Session
Discussion Session
4:00 PM - 5:30 PM
Room: 02.430
Friday, June 24, 2022
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 02.430
10:30 AM
Generative models, manifolds and symmetries: From QFT to molecules
-
Danilo Rezende
Generative models, manifolds and symmetries: From QFT to molecules
Danilo Rezende
10:30 AM - 11:30 AM
Room: 02.430
The study of symmetries in physics has revolutionized our understanding of the world. Inspired by this, the development of methods to incorporate internal (Gauge) and external (space-time) symmetries into machine learning models is a very active field of research. We will introduce some of the latest work in the field. We will then present our latest work on invariant generative models and its applications to lattice-QCD and molecular dynamics simulations. In the molecular dynamics front, we'll talk about how we constructed permutation and translation-invariant normalizing flows on a torus for free-energy estimation. In lattice-QCD, we'll present our work that introduced the first U(N) and SU(N) Gauge-equivariant normalizing flows for pure Gauge simulations and its extensions to incorporate fermions.
Saturday, June 25, 2022
Sunday, June 26, 2022
Monday, June 27, 2022
9:30 AM
Morning coffee
Morning coffee
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Introductions
Introductions
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Normalizing Flow applications in HEP - Rob Verheyen and Sung Hak Lim
Normalizing Flow applications in HEP - Rob Verheyen and Sung Hak Lim
4:00 PM - 5:00 PM
Room: 02.430
Tuesday, June 28, 2022
9:30 AM
Morning coffee
Morning coffee
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Michael Kramer "Casting neural networks to catch dark showers"
Michael Kramer "Casting neural networks to catch dark showers"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Calorimeter Challenge -- Claudius Krause
Calorimeter Challenge -- Claudius Krause
4:00 PM - 5:00 PM
Room: 02.430
Wednesday, June 29, 2022
9:30 AM
Morning coffee
Morning coffee
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Anja Butter "Boosting Precision Simulations with Generative Models"
Anja Butter "Boosting Precision Simulations with Generative Models"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Quantum and Quantum-inspired Machine Learning and likelihoods
Quantum and Quantum-inspired Machine Learning and likelihoods
4:00 PM - 5:00 PM
Room: 02.430
Thursday, June 30, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
David Shih "DLEP in Space"
David Shih "DLEP in Space"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Anomaly detection
Anomaly detection
4:00 PM - 5:00 PM
Room: 02.430
Friday, July 1, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Matthew Schwartz "Machine Learning for Scattering Amplitudes"
Matthew Schwartz "Machine Learning for Scattering Amplitudes"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Monte Carlo and ML
Monte Carlo and ML
4:00 PM - 5:00 PM
Room: 02.430
Saturday, July 2, 2022
Sunday, July 3, 2022
Monday, July 4, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Marat Freytsis "ML and Pulsars"
Marat Freytsis "ML and Pulsars"
4:00 PM - 5:00 PM
Room: 02.430
Tuesday, July 5, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Stefano Forte "Neural Network Parton Densities"
Stefano Forte "Neural Network Parton Densities"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Maeve Madigan "Global SMEFT Analyses"
Maeve Madigan "Global SMEFT Analyses"
4:00 PM - 5:00 PM
Room: 02.430
Wednesday, July 6, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Gregor Kasieczka "ML-News from Experiment"
Gregor Kasieczka "ML-News from Experiment"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Luigi Favaro "Energy-based Autoencoder"
Luigi Favaro "Energy-based Autoencoder"
4:00 PM - 5:00 PM
Room: 02.430
Thursday, July 7, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Jure Zupan "ML in Hadronziation and Fragmentation"
Jure Zupan "ML in Hadronziation and Fragmentation"
11:00 AM - 12:00 PM
Room: 02.430
3:30 PM
3:30 PM - 4:00 PM
Room: 02.430
4:00 PM
Claudius Krause/Anja Butter/Theo Heimel "Conditional Normalizing Flows"
Claudius Krause/Anja Butter/Theo Heimel "Conditional Normalizing Flows"
4:00 PM - 5:00 PM
Room: 02.430
Friday, July 8, 2022
9:30 AM
9:30 AM - 10:30 AM
Room: 02.430
11:00 AM
Michael Spannowsky "Quantum Machine Learning"
Michael Spannowsky "Quantum Machine Learning"
11:00 AM - 12:00 PM
Room: 02.430