Eighth Machine Learning in High Energy Physics Summer School 2023
from
Tuesday, April 11, 2023 (9:00 AM)
to
Tuesday, April 18, 2023 (8:30 PM)
Monday, April 10, 2023
Tuesday, April 11, 2023
9:00 AM
Registration
Registration
9:00 AM - 9:50 AM
9:50 AM
Opening words
Opening words
9:50 AM - 10:00 AM
10:00 AM
Recap: Pytorch + CNN + RNN
Recap: Pytorch + CNN + RNN
10:00 AM - 11:30 AM
11:30 AM
Coffee break
Coffee break
11:30 AM - 11:50 AM
11:50 AM
Recap: Pytorch + CNN + RNN
Recap: Pytorch + CNN + RNN
11:50 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
2:00 PM
Transformers
Transformers
2:00 PM - 3:30 PM
3:30 PM
Coffee break
Coffee break
3:30 PM - 4:00 PM
4:00 PM
Transformers
Transformers
4:00 PM - 5:30 PM
5:30 PM
iceCube-intro
iceCube-intro
5:30 PM - 7:00 PM
Wednesday, April 12, 2023
9:30 AM
GNNs
GNNs
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:20 AM
11:20 AM
GNNs
GNNs
11:20 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
2:00 PM
Anomaly detection
Anomaly detection
2:00 PM - 3:30 PM
3:30 PM
Coffee break
Coffee break
3:30 PM - 4:00 PM
4:00 PM
Two machine learning applications for LHC searches
Two machine learning applications for LHC searches
4:00 PM - 5:30 PM
5:30 PM
End-to-end optimization of experiments with differentiable programming
End-to-end optimization of experiments with differentiable programming
5:30 PM - 7:00 PM
Thursday, April 13, 2023
9:30 AM
Anomaly detection
Anomaly detection
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:20 AM
11:20 AM
GANs
GANs
11:20 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
2:00 PM
GANs
GANs
2:00 PM - 3:30 PM
3:30 PM
Coffee break
Coffee break
3:30 PM - 4:00 PM
4:00 PM
VAEs
VAEs
4:00 PM - 5:30 PM
5:30 PM
VAEs
VAEs
5:30 PM - 7:00 PM
Friday, April 14, 2023
9:30 AM
Normalizing Flows
Normalizing Flows
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:30 AM
11:30 AM
Uncertainties with ML
Uncertainties with ML
11:30 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
Saturday, April 15, 2023
9:30 AM
Black box optimization, Bayesian Optimization
Black box optimization, Bayesian Optimization
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:20 AM
11:20 AM
Black box optimization, Bayesian Optimization
Black box optimization, Bayesian Optimization
11:20 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
2:00 PM
Generative Models for the ultra-fast simulation of the LHCb experiment
Generative Models for the ultra-fast simulation of the LHCb experiment
2:00 PM - 3:30 PM
3:30 PM
Coffee break
Coffee break
3:30 PM - 4:00 PM
4:00 PM
Automating and accelerating scientific discovery in HEP with generative models
Automating and accelerating scientific discovery in HEP with generative models
4:00 PM - 5:30 PM
5:30 PM
Black-box optimisation with Local Generative Surrogates
Black-box optimisation with Local Generative Surrogates
5:30 PM - 7:00 PM
Sunday, April 16, 2023
9:30 AM
Interpretability
Interpretability
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:20 AM
11:30 AM
Interpretability
Interpretability
11:30 AM - 1:00 PM
Monday, April 17, 2023
9:30 AM
Neural ODE
Neural ODE
9:30 AM - 11:00 AM
11:00 AM
Coffee break
Coffee break
11:00 AM - 11:20 AM
11:20 AM
NeuralODE
NeuralODE
11:20 AM - 1:00 PM
1:00 PM
Lunch
Lunch
1:00 PM - 2:00 PM
2:00 PM
LNN, HNN
LNN, HNN
2:00 PM - 3:30 PM
3:30 PM
Coffee break
Coffee break
3:30 PM - 4:00 PM
4:00 PM
LNN, HNN
LNN, HNN
4:00 PM - 5:30 PM
5:30 PM
Lipschitz constrained networks and their uses in optimal transport
Lipschitz constrained networks and their uses in optimal transport
5:30 PM - 7:00 PM
Tuesday, April 18, 2023
10:00 AM
Competition discussion/practice
Competition discussion/practice
10:00 AM - 11:00 AM
11:00 AM
Closing words
Closing words
11:00 AM - 11:15 AM