Machine Learning Techniques in Lattice QCD
from
Monday, May 24, 2021 (2:00 PM)
to
Friday, May 28, 2021 (5:30 PM)
Monday, May 24, 2021
3:25 PM
Welcome Greeting by MITP Deputy Director Sonia Bacca
3:25 PM - 3:30 PM
3:30 PM
(Traditional) Computing Challenges in Lattice Field Theory
-
Kate Clark (NVIDIA)
(Traditional) Computing Challenges in Lattice Field Theory
Kate Clark (NVIDIA)
3:30 PM - 4:15 PM
4:15 PM
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)
4:15 PM - 5:00 PM
5:00 PM
Discussion Leader: Pan Kessel (TU-Berlin)
Pan Kessel (TU-Berlin)
5:00 PM - 5:30 PM
Tuesday, May 25, 2021
3:30 PM
Prediction of Lattice QCD Observables Using Machine Learning
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Boram Yoon (LANL)
Prediction of Lattice QCD Observables Using Machine Learning
Boram Yoon (LANL)
3:30 PM - 4:10 PM
4:10 PM
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)
4:10 PM - 4:50 PM
4:50 PM
Discussion Leader: Gert Aarts (Swansea)
Gert Aarts (Swansea)
4:50 PM - 5:30 PM
Wednesday, May 26, 2021
3:30 PM
QCD and Jets trough the Lens of Machine Learning
-
Jesse Thaler (MIT)
QCD and Jets trough the Lens of Machine Learning
Jesse Thaler (MIT)
3:30 PM - 4:10 PM
4:10 PM
Quantum Many-body Physics Simulation via Neural Network Representation
-
Di Luo (Illinois)
Quantum Many-body Physics Simulation via Neural Network Representation
Di Luo (Illinois)
4:10 PM - 4:50 PM
4:50 PM
Discussion Leader: Harold Erbin (MIT)
Harold Erbin (MIT)
4:50 PM - 5:30 PM
Thursday, May 27, 2021
3:30 PM
Flow-based MCMC for SU(N) Lattice Gauge Theory
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Gurtej Kanwar (MIT)
Flow-based MCMC for SU(N) Lattice Gauge Theory
Gurtej Kanwar (MIT)
3:30 PM - 4:10 PM
4:10 PM
Deep Learning HMC for Improved Gauge Generation
-
Sam Foreman (ANL)
Deep Learning HMC for Improved Gauge Generation
Sam Foreman (ANL)
4:10 PM - 4:50 PM
4:50 PM
Discussion Leader: Tanmoy Bhattacharya (LANL)
Tanmoy Bhattacharya (LANL)
4:50 PM - 5:30 PM
Friday, May 28, 2021
3:30 PM
Gauge Covariant Neural Network for 4 Dimensional Non-abelian Gauge Theory
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Akio Tomiya (RIKEN BNL)
Gauge Covariant Neural Network for 4 Dimensional Non-abelian Gauge Theory
Akio Tomiya (RIKEN BNL)
3:30 PM - 4:10 PM
4:10 PM
Quantum Field-theoretic Machine Learning
-
Dimitrios Bachtis (Swansea)
Quantum Field-theoretic Machine Learning
Dimitrios Bachtis (Swansea)
4:10 PM - 4:50 PM
4:50 PM
Discussion Leader: Srijit Paul (Mainz)
Srijit Paul (Mainz)
4:50 PM - 5:30 PM