Name: Machine Learning for Jet Physics
Start: 2018-11-14T08:00:00-06:00
End: 2018-11-16T18:00:00-06:00
Location: Fermilab

Machine Learning for Jet Physics

from Wednesday, November 14, 2018 (8:00 AM) to Friday, November 16, 2018 (6:00 PM)

Monday, November 12, 2018
Tuesday, November 13, 2018
Wednesday, November 14, 2018

8:30 AM Registration
Registration
8:30 AM - 9:00 AM
Room: One West (WH1W)
9:00 AM
9:00 AM - 11:30 AM
Room: One West (WH1W)
Contributions

9:00 AM Welcome Remarks - Joseph Lykken (Deputy Director, Fermilab)

9:10 AM Logistics

9:15 AM Jets and ML in Theory (30'+15') - Jesse Thaler (MIT)

10:00 AM Jets and ML in ATLAS (30'+15') - Walter Hopkins (Argonne National Laboratory (US))

10:45 AM Jets and ML in CMS (30'+15') - Mauro Verzetti (CERN)
11:30 AM Lunch
Lunch
11:30 AM - 12:30 PM
Room: One West (WH1W)
12:30 PM
12:30 PM - 4:00 PM
Room: One West (WH1W)
Contributions

12:30 PM Introduction and overview (20'+10') - Gregor Kasieczka (Hamburg University (DE))

1:05 PM top and W tagging with ATLAS (20’+5’) - Samuel Ross Meehan (University of Washington (US))

1:35 PM top and W tagging with CMS (20’+5’) - Justin Pilot (University of California Davis (US))

2:20 PM b-tagging in ATLAS (25’+5’) - Matthew Feickert (Southern Methodist University (US))

2:50 PM ML Techniques for heavy flavour identification in CMS (25'+5') - Emil Sorensen Bols (Vrije Universiteit Brussel (BE))

3:20 PM Deep Learning Strange Jets (20’+5’) - Yuichiro Nakai (Rutgers University)
4:00 PM Fermilab Colloquium (Graph Networks and Physics Applications) - Risi Condor (University of Chicago)
Fermilab Colloquium (Graph Networks and Physics Applications)
- Risi Condor (University of Chicago)
4:00 PM - 5:00 PM
Room: One West (WH1W)
Thursday, November 15, 2018

8:30 AM Coffee
Coffee
8:30 AM - 9:00 AM
Room: One West (WH1W)
9:00 AM
9:00 AM - 11:30 AM
Room: One West (WH1W)
Contributions

9:00 AM Introduction and overview (20’+10’) - David Shih (Rutgers University)

9:30 AM Energy Flow Networks: Deep Sets for Particle Jets (20’+5’) - Patrick Komiske (Massachusetts Institute of Technology)

10:00 AM Jet as a particle cloud (20’+5’) - Huilin Qu (Univ. of California Santa Barbara (US))

10:30 AM Spectral Analysis of Color Charge in Two-Prong Jets with Neural Networks (20’+5’) - Sung Hak Lim (KEK)

11:00 AM ML@QCD efforts in Sherpa: shower variations and phase-space sampling (20’+5’) - Enrico Bothmann (University of Edinburgh)
11:30 AM Lunch
Lunch
11:30 AM - 1:00 PM
Room: One West (WH1W)
1:00 PM
1:00 PM - 2:00 PM
Room: One West (WH1W)
Contributions

1:00 PM Quarks vs. Gluons for Higgs->invisible searches (20'+5') - Jennifer Thompson (ITP Heidelberg)

1:30 PM Top tagging with Lorentz Boost Networks and simulation of electromagnetic showers with a Wasserstein GAN (20'+5') - Yannik Alexander Rath (RWTH Aachen University (DE))
2:00 PM
2:00 PM - 6:00 PM
Room: One West (WH1W)
Contributions

2:00 PM Introduction and overview (20'+10')

2:30 PM Machine Learning for Jet Calibration in ATLAS (20'+5') - Aviv Ruben Cukierman (SLAC National Accelerator Laboratory (US))

3:00 PM End-to-end jet identification for quark/gluon discrimination using CMS Open Data (20'+5') - Michael Andrews (Carnegie-Mellon University (US))

4:15 PM Pulling Out All the Tops with Computer Vision and Deep Learning (20'+5') - Sebastian Macaluso

4:40 PM Fast inference of jet substructure classifiers with FPGAs (20'+5') - Zhenbin Wu (University of Illinois at Chicago (US))

5:05 PM Modern jet machine-learning classification in real time (20'+5') - Konstantin Gizdov (The University of Edinburgh (GB))

5:30 PM Heavy flavour identification for boosted resonances and large cone jets in CMS (20'+5') - Javier Mauricio Duarte (Fermi National Accelerator Lab. (US))
7:00 PM Dinner (Masala)
Dinner (Masala)
7:00 PM - 9:00 PM
Room: One West (WH1W)
Friday, November 16, 2018
9:00 AM History of Machine Learning for High Energy Physics (20'+10') - Pushpalatha Bhat (Fermi National Accelerator Lab. (US))
History of Machine Learning for High Energy Physics (20'+10')
- Pushpalatha Bhat (Fermi National Accelerator Lab. (US))
9:00 AM - 9:30 AM
Room: One West (WH1W)
9:30 AM Coffee break
Coffee break
9:30 AM - 10:00 AM
Room: One West (WH1W)
10:00 AM
10:00 AM - 11:30 AM
Room: One West (WH1W)
Contributions

10:00 AM Introduction and overview (20'+10') - Bryan Ostdiek (University of Oregon)

10:35 AM Disentangling Jet Categories at Colliders (20'+5') - Eric Metodiev (Massachusetts Institute of Technology)

11:05 AM JUNIPR: a Framework for Unsupervised Machine Learning in Particle Physics (20'+5') - Anders Andreassen (UC Berkeley)
11:30 AM Lunch
Lunch
11:30 AM - 1:00 PM
Room: One West (WH1W)
1:00 PM
1:00 PM - 3:00 PM
Room: One West (WH1W)
Contributions

1:00 PM CWoLa Hunting: Enhancing the Bump Hunt with Machine Learning (20'+5') - Jack Collins (University of Maryland and Johns Hopkins University)

1:30 PM QCD or What: Deep autoencoder based searches for new physics (20'+5') - Gregor Kasieczka (Hamburg University (DE))

2:00 PM Searching for New Physics with Autoencoders (20'+5') - Marco Farina (Rutgers University)

2:30 PM Novelty Detection Meets Collider Physics (20'+5') - Tao Liu (The Hong Kong University of Science and Technology (HK))
3:00 PM Discussion and Closeout
Discussion and Closeout
3:00 PM - 3:30 PM
Room: One West (WH1W)

3:30 PM Wine and Cheese Seminar (Deep Learning for HEP)
Wine and Cheese Seminar (Deep Learning for HEP)
3:30 PM - 5:00 PM
Room: One West (WH1W)

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