Name: IPA workshop on Machine Learning for particle physics and astrophysics (IPA-ML)
Start: 2023-03-20T10:00:00+01:00
End: 2023-03-22T17:00:00+01:00
Location: ETH Zurich

IPA workshop on Machine Learning for particle physics and astrophysics (IPA-ML)

from Monday, March 20, 2023 (10:00 AM) to Wednesday, March 22, 2023 (5:00 PM)

Monday, March 20, 2023
10:00 AM Introduction
Introduction
10:00 AM - 12:00 PM
Room: HIT E 51
Contributions

10:00 AM Welcome - Davide Sgalaberna (ETH Zurich)

10:30 AM Physics and machine learning: an overview - Saul Alonso Monsalve (ETH Zurich)
12:00 PM Lunch
Lunch
12:00 PM - 1:30 PM
Room: HIT E 51
1:30 PM Machine learning and statistics
Machine learning and statistics
1:30 PM - 2:45 PM
Room: HIT E 51
Contributions

1:30 PM Machine learning lecture - Mauro Donega (ETH Zurich)
2:45 PM Break
Break
2:45 PM - 3:15 PM
Room: HIT E 51
3:15 PM
3:15 PM - 5:00 PM
Room: HIT E 51
Contributions

3:15 PM Machine learning (BDT) tutorial - Simone Pigazzini (ETH Zurich) Massimiliano Galli

4:15 PM Deep learning tutorial - Saul Alonso Monsalve (ETH Zurich)
Tuesday, March 21, 2023
9:00 AM Neutrinos (I)
Neutrinos (I)
9:00 AM - 10:20 AM
Room: HIT E 51
Contributions

9:00 AM Introduction on neutrino experiments workflow with emphasis on challenges - Davide Sgalaberna (ETH Zurich)

9:20 AM Image reconstruction in a 3D plastic scintillator detector using deep learning - Saul Alonso Monsalve (ETH Zurich)

9:40 AM Neutrino interaction classification and transfer learning - Leigh Whitehead (University of Cambridge)

10:00 AM Event filtering and mitigation of simulation biases - Marta Babicz (University of Zurich)
10:20 AM Break
Break
10:20 AM - 10:50 AM
Room: HIT E 51
10:50 AM Neutrinos (II)
Neutrinos (II)
10:50 AM - 11:30 AM
Room: HIT E 51
Contributions

10:50 AM Event reweighting and generative models in neutrino experiments - Cristovao Vilela (CERN)

11:10 AM Multi-task data reconstruction chain for imaging detectors in neutrino experiments - Kazuhiro Terao (SLAC)
11:30 AM Astrophysics (I)
Astrophysics (I)
11:30 AM - 12:10 PM
Room: HIT E 51
Contributions

11:30 AM Large Scale Structure Cosmology with Artificial Intelligence - Tomasz Kacprzak (ETH Zurich)

11:50 AM Cosmological constraints from combined probes of large scale structure with deep learning - Arne Thomsen (ETH Zurich)
12:10 PM Lunch
Lunch
12:10 PM - 1:20 PM
Room: HIT E 51
1:20 PM Astrophysics (II)
Astrophysics (II)
1:20 PM - 2:40 PM
Room: HIT E 51
Contributions

1:20 PM Background rejection in Cherenkov Telescopes - Adrian Biland (ETH Zurich)

1:40 PM New generative AI models - Luca Biggio (ETH Zurich)

2:00 PM Geometric Learning/ Physics-informed AI for cosmology - Tilman Troester (ETH Zurich)

2:20 PM PointNets for galaxy redshift surveys - Sotirios Anagnostidis (ETH Zurich)
2:40 PM Break
Break
2:40 PM - 3:10 PM
Room: HIT E 51
3:10 PM LHC experiments (I)
LHC experiments (I)
3:10 PM - 5:00 PM
Room: HIT E 51
Contributions

3:10 PM Introduction on LHC experiments workflow with emphasis on challenges - Annapaola de Cosa (ETH Zurich)

3:30 PM Object identification and reconstruction - Alessandro Calandri (ETH Zurich)

3:50 PM Ultrafast ML inference for triggering - Thea Aarrestad (ETH Zurich)

4:10 PM Machine learning for data quality monitoring - Roberto Seidita

4:30 PM Probabilistic models in ML for HEP - Davide Valsecchi (ETH Zurich)
Wednesday, March 22, 2023
9:00 AM LHC experiments (II)
LHC experiments (II)
9:00 AM - 10:20 AM
Room: HIT E 51
Contributions

9:00 AM Data-MC matching - Massimiliano Galli

9:20 AM Analysis techniques - Florian Eble

10:00 AM Quantum machine learning - Vasilis Belis (ETH Zurich)
10:20 AM Break
Break
10:20 AM - 10:50 AM
Room: HIT E 51
10:50 AM Crossing boundaries in and beyond physics
Crossing boundaries in and beyond physics
10:50 AM - 12:30 PM
Room: HIT E 51
Contributions

10:50 AM Machine learning applications - Mauro Verzetti (Google)

11:30 AM Robotics, event-based imaging - Davide Scaramuzza (ETH Zurich)

12:00 PM Knowledge distillation - Patrick Odagiu (ETH Zurich)
12:30 PM Lunch
Lunch
12:30 PM - 1:30 PM
Room: HIT E 51
1:30 PM Round table and closing
Round table and closing
1:30 PM - 3:00 PM
Room: HIT E 51
Contributions

1:30 PM Round table

2:45 PM Closing - Annapaola de Cosa