Name: DANCE Machine Learning Workshop 2020
Start: 2020-08-03T08:00:00-07:00
End: 2020-08-07T14:05:00-07:00
Location: No location set

DANCE Machine Learning Workshop 2020

from Monday 3 August 2020 (08:00) to Friday 7 August 2020 (14:05)

Monday 3 August 2020 ¶
08:00 A Practical Introduction to Machine Learning in Physics
A Practical Introduction to Machine Learning in Physics
08:00 - 10:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

08:00 Getting Started with Machine Learning - Scott Kravitz (Lawrence Berkeley National Lab)
10:00 Break
Break
10:00 - 10:30
10:30 Processing of Graph-structured Data: An Introduction - Waheed Bajwa (Rutgers) Venkat Roy
Processing of Graph-structured Data: An Introduction
- Waheed Bajwa (Rutgers)
- Venkat Roy
10:30 - 12:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Tuesday 4 August 2020 ¶
08:00 Introduction to DANCE-ML and Workshop - Christopher Tunnell (Rice) Scott Kravitz (Lawrence Berkeley National Lab)
Introduction to DANCE-ML and Workshop
- Christopher Tunnell (Rice)
- Scott Kravitz (Lawrence Berkeley National Lab)
08:00 - 08:15
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
08:15
08:15 - 09:10
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

08:15 A readily-interpretable fully-convolutional autoencoder-like model for unlabelled waveform analysis - Ben Krikler (Bristol)

08:45 PMT waveform analysis in neutrino experiments - Dacheng Xu
09:10 Break
Break
09:10 - 09:20
09:20
09:20 - 10:30
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

09:20 Estimation of Orientation and Camera Parameters from Cryo-Electron Microscopy Images with Variational Autoencoders and Generative Adversarial Networks - FREDERIC POITEVIN (LCLS, SLAC) Nina Miolane

09:50 LUX Summary - Scott Kravitz (Lawrence Berkeley National Lab)

10:10 Anomaly finding in the LZ dark matter experiment - Chami Amarasinghe (University of Michigan)
10:30 Break
Break
10:30 - 11:00
11:00 Roundtable discussion
Roundtable discussion
11:00 - 11:30
Contributions

11:00 Room 2: How to design + when to apply generative models

11:00 Room 1: Anomaly finding - applications and limitations
11:30

11:30 - 12:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Wednesday 5 August 2020 ¶

08:00

08:00 - 08:15
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
08:15
08:15 - 09:15
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

08:15 Holistic Machine Learning Approach to Particle-Flow Reconstruction in Imaging Neutrino Detectors - Francois Drielsma Francois Drielsma (SLAC)

08:45 Machine Learning at the Edge: Intelligent Data Triage in Real Time - Audrey Corbeil Therrien (Université de Sherbrooke) Ryan Coffee
09:15 Break
Break
09:15 - 09:25
09:25
09:25 - 10:30
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

09:25 Signal corrections of XENON1T Dark Matter detector - Tianyu Zhu (Columbia University)

09:35 Graph Neural Network for Position Reconstruction - Shixiao Liang (Rice University)

09:45 Convolutional neural network for S2 position reconstruction - Andrii Terliuk (MPIK, Heidelberg / Heidelberg University)

09:55 Machine Learning at SuperCDMS - To Chin Yu

10:15 Energy Reconstruction with Variational Autoencoders in SuperCDMS - Ashley Li (University of British Columbia)
10:30 Break
Break
10:30 - 11:00
11:00 Roundtable discussion
Roundtable discussion
11:00 - 11:30
Contributions

11:00 Room 1: Snowmass planning (cross-collaboration LOI)

11:00 Room 2: Position and energy reconstruction
11:30

11:30 - 12:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Thursday 6 August 2020 ¶

08:00

08:00 - 08:15
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
08:15
08:15 - 09:30
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

08:15 Mapping Machine-Learned Physics into a Human-Readable Space - Daniel Whiteson

08:45 PandaX-III, Investigation of possible features for the classification of signal and background with CNN - Shangning Xia Shaobo Wang Suizhi Huang

09:05 Machine learning for Neutrinoless Double Beta Decay in NEXT - Corey Adams (Argonne National Laboratory)
09:30 Break
Break
09:30 - 09:40
09:40
09:40 - 10:30
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

09:40 EXO Summary - Igor Ostrovskiy

10:00 Towards Deep Neural Network Analysis of Xe137 Decays to the Excited state of Cs137 in EXO-200 Data - Seth Thibado (University of Massechusetts)

10:10 Simulating scintillation signals in EXO-200 with GANs - Shaolei Li (University of Illinois at Urbana-Champaign)
10:30 Break
Break
10:30 - 11:00
11:00 Roundtable discussion
Roundtable discussion
11:00 - 11:30
Contributions

11:00 Room 1: Ensuring robustness to systematics

11:00 Room 2: Quantifying uncertainties in inference
11:30

11:30 - 12:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Friday 7 August 2020 ¶

08:00

08:00 - 08:15
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
08:15
08:15 - 09:20
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

08:15 Measurements using all available information with OmniFold - Benjamin Nachman

08:45 Lessons from Industry - Manuel Weber (Descartes Labs)
09:20 Break
Break
09:20 - 09:30
09:30
09:30 - 10:30
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09
Contributions

09:30 Reconstruction and machine learning for water Cherenkov detectors - Nick Prouse (TRIUMF) Patrick de Perio

09:50 Summary of Machine Learning Applications for the COHERENT Collaboration - Peibo An (Duke University)

10:10 Physics-informed Gaussian Process for Real-time Tuning and Control of Particle Accelerators - Adi Hanuka (SLAC)
10:30 Break
Break
10:30 - 11:00

11:00

11:00 - 12:00
Room: https://lbnl.zoom.us/j/94735075450?pwd=a2U1RGZMODJnZ2xWWnFoc25nbDhuUT09