A.I. for Nuclear Physics Workshop

Mar 4, 2020, 8:30 AM → Mar 6, 2020, 6:00 PM US/Eastern

CEBAF Center

The A.I. for Nuclear Physics workshop will explore the ways in which A.I. can be used to advance research in fundamental nuclear physics and in the design and operations of large-scale accelerator facilities.

A.I. for Science Report https://www.anl.gov/ai-for-science-report

CHEP-May2021 CHEP-May2021.pptx

Slide Template AI-NP-Template.pptx

Wed, March 4

8:30 AM → 9:00 AM Welcome, workshop goals...

Slides AI-welcome.pptx

9:00 AM → 9:30 AM View from DOE AITO

Speaker: Dimitri Kusnezov (Department of Energy)

Slides JLAB_v2.pptx

9:30 AM → 10:00 AM A.I. for Science Townhall Summary

Speaker: David Womble (ORNL)

Slides 20200304_Womble_JLab_presentation.pdf

10:00 AM → 10:30 AM A.I. Technologies Overview

Speaker: Frank Alexander (BNL)

Slides JLAB-FJA-v7-Alexander.pdf

10:30 AM → 11:00 AM Coffee Break

11:00 AM → 11:30 AM The NSAC Long Range Plan

Speaker: Tim Hallman (DOE)

Slides Hallman_JLAB_AI_Workshop_03042020.pptx

11:30 AM → 12:00 PM Survey: Status of A.I. in Nuclear Structure Theory

Speaker: Witek Nazarewicz (JLab)

Slides Nazarewicz-AI-JLab2020new.pptx

12:00 PM → 12:30 PM Survey: Status of A.I. in Experimental Analysis

Speaker: Yue-Shi Lai (LBNL)

Slides ylai-ainp-20200304-3.pdf

12:30 PM → 1:00 PM Survey: Status of A.I. for Accelerator Operations

Speaker: Sandra Biedron (University of New Mexico)

Slides Talk_Biedron.pptx

1:00 PM → 1:30 PM Group Photo

1:30 PM → 2:00 PM Working Lunch: Pick up boxed lunches and bring to working group meeting room

2:00 PM → 5:30 PM Working Group: Accelerator Science and Operations (Steven Lidia, MSU/Malachi Schram, PNNL)

Speakers: Malachi Schram (PNNL), Steve Lidia (MSU)

Slides

• AI-for-Accelerator-Design&Simulation_Mustapha.pptx
• AI_for_NP_TENNANT.pptx
• AI-NP-AcceleratorBreakout_v3.pptx
• AI-NP-AcceleratorBreakout_v4.pptx
• AI-NP-AcceleratorBreakout_v5.pptx
• AI_OpticsOptimizers_Amthor.pdf
• AI_OpticsOptimizers_Amthor.pptx
• Gao_LEReC_Cooling_withML.pptx
• ML_Study_at_AWA_Jefferson_AI.pptx
• ReinforcementLearningForControl
• Yao_AI_workshop_nuclear_physics.pptx

2:00 PM → 5:30 PM Working Group: Bayesian Inference for Quantum Correlation Functions (Wally Melnitchouk, JLab)

Speaker: Wally Melnitchouk (Jefferson Lab)

Slides

• Alberto.Accardi.pdf
• Alexei.Prokudin.pdf
• Andrea.Signori.pdf
• Carlota.Andres.pdf
• Chris.Cocuzza.pdf
• Christian.Weiss.pdf
• Juan.Rojo.pdf
• Nobuo.Sato.pdf
• Patrick.Barry.pdf
• schedule.pdf
• Simonetta.Liuti.pdf
• Yiyu.Zhou.pdf

2:00 PM → 5:30 PM Working Group: Event Generation and Simulation

Convener: Dr Markus Diefenthaler (Jefferson Lab)

2:00 PM Overview

Speaker: Dr Markus Diefenthaler (Jefferson Lab)

Slides Diefenthaler-AI-NP-Simulations-Introduction.pdf

2:30 PM Empirically Trained Hadronic Event Regenerator (ETHER)

Speaker: Prof. Yaohang Li (Old Dominion University)

Slides Li-AI-NP-ETHER.pptx

3:00 PM AI-optimized Detector Design

Speaker: Dr Cristiano Fanelli (MIT)

Slides Fanelli-AI-NP-AIOptimizedDetectorDesign.pdf

3:30 PM “The Human Is the Loop”: Advances in Human-Centered AI

Speaker: Prof. Nicholas Polys (Virginia Tech)

Slides Polys-AI-NP-HumanCenteredAI.pdf

4:00 PM Discussion

2:00 PM → 5:30 PM Working Group: Experimental Methods (Michelle Kuchera, Davidson College/Mario Cromaz, LBNL)

Speakers: Mario Cromaz (LBNL), Michelle Kuchera (Davidson College)

2:00 PM → 5:30 PM Working Group: Lattice QCD and other Quantum Field Theories (Paulo Bedaque, UMD/Kostas Orginos, JLab)

Speakers: Prof. Kostas Orginos (William and Mary / JLab), Paulo Bedaque (University of Maryland)

2:00 PM → 5:30 PM Working Group: Nuclear Structure Theory (Witold Nazarewicz, MSU/Dean Lee, MSU)

Speakers: Prof. Dean Lee (Michigan State University), Witek Nazarewicz (JLab)

Slides

• Giuliani.pdf
• Jain.pptx
• Jlab_AI_2020_v2.pdf
• Lee.pdf

5:30 PM → 6:00 PM Wrap Up

6:00 PM → 7:00 PM Reception

Thu, March 5

8:30 AM → 9:00 AM A.I. and Inverse Problems

Speaker: Yuesheng Xu (ODU)

Slides Xu-JLab-workshop-talk2020-5.pdf

9:00 AM → 9:30 AM CANDLE Project

Speaker: Arvind Ramanathan (Argonne National Lab)

Slides Ramanathan-JLAB-CANDLE_Mar52020.pptx

9:30 AM → 10:00 AM A.I. for CEBAF Operations

Speaker: Anna Shabalina (Jefferson Lab)

Slides AI_NP_workshop_Shabalina.pptx

10:00 AM → 10:30 AM Enabling A.I. for Science with Data Standards

Speaker: Ryan Ly (LBL)

Slides Ly-AI_NP_workshop.pptx

10:30 AM → 11:00 AM Coffee Break

11:00 AM → 11:30 AM A.I. for HEP

Speaker: Mark Neubauer (University of Illinois)

Slides AINuclear_Neubauer.pdf AINuclear_Neubauer.pptx

11:30 AM → 12:00 PM A.I. in NP - Data Science perspective

Speaker: Michelle Kuchera (Davidson College)

Slides Kuchera-AI_NP.pdf

12:00 PM → 1:00 PM Hackathon Summary and Awards

Speakers: Christopher Tennant (Jefferson Lab), Dr Peter Alonzi (University of Virginia), Thomas Britton (JLab)

Slides

• AI2020-Hack-Oxpecker.pdf
• AI-NP-Hackathon_Palpatine.pptx
• AI_workshop_hackathon_awards.pdf

1:00 PM → 1:30 PM Technology Break

1:30 PM → 2:00 PM Working Lunch: Pick up boxed lunches and bring to working group meeting room

2:00 PM → 5:30 PM Working Group: Accelerator Science (Steven Lidia, MSU/Malachi Schram, PNNL)

Speakers: Malachi Schram (PNNL), Steve Lidia (MSU)

2:00 PM → 5:30 PM Working Group: Bayesian Inference for Quantum Correlation Functions (Wally Melnitchouk, JLab)

Speaker: Wally Melnitchouk (Jefferson Lab)

Slides

• GrandChallenges.pdf
• Heramb.Pendyala.pdf
• Jake.Bringewatt.pdf
• Jake.Ethier.pdf
• Kostas.Orginos.pdf
• Luisa.Velasco.pdf
• Manal.Almaeen.pdf
• Nobuo.Sato-CNF.pdf
• Nobuo.Sato-UMCEG.pdf
• schedule.pdf
• Tianbo.Liu.pdf
• Yaohang.Li.pdf
• Yaohang.Li.pptx
• Yasir.Alanazi.pdf

2:00 PM → 5:30 PM Working Group: Event Generation and Simulation

Convener: Dr Markus Diefenthaler (Jefferson Lab)

2:00 PM Review of March 4 discussion

Speaker: Dr Markus Diefenthaler (Jefferson Lab)

2:30 PM Event classification with ML at CLAS12

Speaker: Noëlie Cherrier (CEA Saclay)

Slides Cherrier-AI-NP-EventClassification.pdf

3:00 PM CLAS12 Tracking with ML

Speaker: Dr Veronique Ziegler (Jefferson Lab)

Slides Ziegler-AI-NP-Tracking.pdf

3:30 PM ML to reconstruct DIS kinematics

Speaker: Abdullah Farhat (Old Dominion University)

Slides Farhat-AI-NP-DISReconstruction.pdf

4:00 PM Discussion

2:00 PM → 5:30 PM Working Group: Experimental Methods (Michelle Kuchera, Davidson College/Mario Cromaz, LBNL)

Speakers: Mario Cromaz (LBNL), Michelle Kuchera (Davidson College)

Slides

• JLab-AI_Workshop.pdf
• Shahina.pdf
• Tommy_NSCL.pdf
• ylai-20200304.pdf

2:00 PM → 5:30 PM Working Group: Lattice QCD and other Quantum Field Theories (Paulo Bedaque, UMD/Kostas Orginos, JLab)

Speakers: Prof. Kostas Orginos (William and Mary / JLab), Paulo Bedaque (University of Maryland)

Slides

• Akio Tomiya
• Andrei Alexandru
• Giovani Pederiva
• Kimmy Cushman
• Phiala Shanahan

2:00 PM → 5:30 PM Working Group: Nuclear Structure Theory (Witold Nazarewicz, MSU/Dean Lee, MSU)

Speakers: Prof. Dean Lee (Michigan State University), Witek Nazarewicz (JLab)

5:30 PM → 6:00 PM Wrap-up

Fri, March 6

8:30 AM → 10:30 AM Breakout Summaries

slides

• Accelerator_Recap__-__Read-Only.pdf
• AI-NP-Template.pdf
• Boehnlein-AI-summary-v2.pdf
• Diefenthaler-AI-NP-Simulations-Summary.pdf
• Lee_summary_nuclear_theory.pdf
• LQCD-review.pdf
• Melnitchouk.pdf

10:30 AM → 11:00 AM Summary Talk

11:00 AM → 1:00 PM Workshop Adjourn

1:00 PM → 3:00 PM Writing Sessions for Conveners: Note: Lunch will be available in L102 at Noon