Name: Machine Learning Techniques in Lattice QCD
Start: 2021-05-24T14:00:00+02:00
End: 2021-05-28T17:30:00+02:00
Location: Mainz Institute for Theoretical Physics, Johannes Gutenberg University

Machine Learning Techniques in Lattice QCD

from Monday, 24 May 2021 (14:00) to Friday, 28 May 2021 (17:30)

Monday, 24 May 2021

15:25

15:25 - 15:30
15:30 (Traditional) Computing Challenges in Lattice Field Theory - Kate Clark (NVIDIA)
(Traditional) Computing Challenges in Lattice Field Theory
- Kate Clark (NVIDIA)
15:30 - 16:15
16:15 Towards Flow-based MCMC for Lattice Gauge Theory with Fermions - Danilo Rezende (Google)
Towards Flow-based MCMC for Lattice Gauge Theory with Fermions
- Danilo Rezende (Google)
16:15 - 17:00
17:00 Pan Kessel (TU-Berlin)
Pan Kessel (TU-Berlin)
17:00 - 17:30
Tuesday, 25 May 2021
15:30 Prediction of Lattice QCD Observables Using Machine Learning - Boram Yoon (LANL)
Prediction of Lattice QCD Observables Using Machine Learning
- Boram Yoon (LANL)
15:30 - 16:10
16:10 Machine Learning for Thermodynamic Observables in Lattice Field Theories - Lena Funcke (Perimeter Institute)
Machine Learning for Thermodynamic Observables in Lattice Field Theories
- Lena Funcke (Perimeter Institute)
16:10 - 16:50
16:50 Gert Aarts (Swansea)
Gert Aarts (Swansea)
16:50 - 17:30
Wednesday, 26 May 2021
15:30 QCD and Jets trough the Lens of Machine Learning - Jesse Thaler (MIT)
QCD and Jets trough the Lens of Machine Learning
- Jesse Thaler (MIT)
15:30 - 16:10
16:10 Quantum Many-body Physics Simulation via Neural Network Representation - Di Luo (Illinois)
Quantum Many-body Physics Simulation via Neural Network Representation
- Di Luo (Illinois)
16:10 - 16:50
16:50 Harold Erbin (MIT)
Harold Erbin (MIT)
16:50 - 17:30
Thursday, 27 May 2021
15:30 Flow-based MCMC for SU(N) Lattice Gauge Theory - Gurtej Kanwar (MIT)
Flow-based MCMC for SU(N) Lattice Gauge Theory
- Gurtej Kanwar (MIT)
15:30 - 16:10
16:10 Deep Learning HMC for Improved Gauge Generation - Sam Foreman (ANL)
Deep Learning HMC for Improved Gauge Generation
- Sam Foreman (ANL)
16:10 - 16:50
16:50 Tanmoy Bhattacharya (LANL)
Tanmoy Bhattacharya (LANL)
16:50 - 17:30
Friday, 28 May 2021
15:30 Gauge Covariant Neural Network for 4 Dimensional Non-abelian Gauge Theory - Akio Tomiya (RIKEN BNL)
Gauge Covariant Neural Network for 4 Dimensional Non-abelian Gauge Theory
- Akio Tomiya (RIKEN BNL)
15:30 - 16:10
16:10 Quantum Field-theoretic Machine Learning - Dimitrios Bachtis (Swansea)
Quantum Field-theoretic Machine Learning
- Dimitrios Bachtis (Swansea)
16:10 - 16:50
16:50 Srijit Paul (Mainz)
Srijit Paul (Mainz)
16:50 - 17:30

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