Name: Workshop: Probing the Frontiers of Nuclear Physics with AI at the EIC
Start: 2023-09-25T08:00:00-04:00
End: 2023-09-26T19:00:00-04:00
Location: CFNS

Workshop: Probing the Frontiers of Nuclear Physics with AI at the EIC

from Monday, September 25, 2023 (8:00 AM) to Tuesday, September 26, 2023 (7:00 PM)

Monday, September 25, 2023
8:55 AM Morning session 1
Morning session 1
8:55 AM - 10:30 AM
Contributions

8:55 AM Introduction - Felix Ringer (JLab/ODU)

9:00 AM How uncertain your DIS events are? Event-level UQ with Bayesian DL - Cristiano Fanelli (W&M)

9:30 AM Challenges and Progress towards Applying AI/ML methods on Experimental Data - Yihui Ren (BNL)

10:00 AM Machine Learning assisted Lepton-Jet asymmetries at H1 & AI Detector Co-Design for the EIC - Fernando Torales - Acosta (LBNL)
10:30 AM coffee break
coffee break
10:30 AM - 11:00 AM
11:00 AM
11:00 AM - 12:30 PM
Contributions

11:00 AM Theory-driven Quantum Machine Learning for Colliders - Jack Araz (Durham)

11:30 AM Neural Quantum States for Neutron Stars - Bryce Fore (Argonne)

12:00 PM Applications of machine-learned flows to lattice QCD - Daniel Hackett (MIT)
12:30 PM Lunch
Lunch
12:30 PM - 2:30 PM
2:30 PM
2:30 PM - 3:30 PM
Contributions

2:30 PM Developing expressive ML models for scaling lattice QCD - Denis Boyda (MIT)

3:00 PM Scalar field theories via neural networks at initialization - Anindita Maiti (Perimeter)
3:30 PM coffee break
coffee break
3:30 PM - 4:00 PM
4:00 PM
4:00 PM - 5:00 PM
Contributions

4:00 PM Entanglement and thermalization in pair creation - Adrien Florio (BNL)

4:30 PM Multi-differential Jet Substructure Measurement in electron-proton Collisions - Vinicius Mikuni (LBNL)
6:30 PM Dinner: Curry Club @ Saghar
Dinner: Curry Club @ Saghar
6:30 PM - 8:30 PM
Tuesday, September 26, 2023
9:00 AM
9:00 AM - 10:30 AM
Contributions

9:00 AM Boostin Loop Amplitudes and Event Generation with Precision Networks - Anja Butter (Heidelberg)

9:30 AM Optimal Transport: From Jet Physics to Quark-Gluon Plasma - Tianji Cai (SLAC)

10:00 AM Extracting physics and examining observable sensitivity via Bayesian Inference - Raymond Ehlers (Lawrence Berkeley National Laboratory/UC Berkeley)
10:30 AM coffee break
coffee break
10:30 AM - 11:00 AM
11:00 AM
11:00 AM - 12:30 PM
Contributions

11:00 AM Accelerated Monte Carlo methods from machine learning - Yukari Yamauchi (University of Washington)

11:30 AM Simulating EIC electron-proton events with diffusion models - Peter Devlin (JLab)

12:00 PM Is IRC safe information all you need for jet classification? - Dimitris Athanasakos (Stony Brook)
12:30 PM Lunch
Lunch
12:30 PM - 2:30 PM
2:30 PM
2:30 PM - 4:00 PM
Contributions

2:30 PM Reconstructing Parton Structure from Lattice QCD - Joe Karpie (JLab)

3:00 PM Covariant Extension of Generalized Parton Distributions using Artificial Neural Networks - Pietro Dall’Olio (UNAM)

3:30 PM The QuantOM Event-Level Inference Framework - Daniel Lersch (JLab)
4:00 PM coffee break
coffee break
4:00 PM - 4:30 PM

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