Machine learning approaches in Lattice QCD - an interdisciplinary exchange

from Tuesday, June 10, 2025 (9:00 AM) to Friday, June 13, 2025 (7:00 PM)
ETH Zürich (HCI G7)

        : Sessions
    /     : Talks
        : Breaks
Jun 10, 2025
Jun 11, 2025
Jun 12, 2025
Jun 13, 2025
AM
9:00 AM --- Registration ---
9:50 AM Welcome - Marina Krstic Marinkovic (ETH Zurich)  
10:00 AM Optimal transport for anomaly detection at LHC - Jessica N. Howard (Kavli Institute for Theoretical Physics)  
10:50 AM --- Coffee break ---
11:30 AM Machine learning RG-improved SU(3) gauge actions - Urs Wenger (University of Bern)  
10:00 AM Monte Carlo estimates of flow fields for sampling and noise problems - Gurtej Kanwar (University of Edinburgh)  
10:35 AM --- Coffee break ---
11:20 AM Applications of flow models to the generation of correlated lattice QCD ensembles - Fernando Romero López  
10:00 AM Progress in learning contour deformations for observables - William Detmold  
10:50 AM --- Coffee break ---
11:30 AM Diffusion models for lattice field theory - Prof. Gert Aarts (Swansea University)  
10:00 AM Random Matrix Theory for a nano-GPT - Ouraman Hajizadeh (Independent Researcher)  
10:35 AM Optimized Multi-Grid Solvers: Power, Precision, and (Matrix) Products - Evan Weinberg (NVIDIA Corporation)  
11:25 AM --- Coffee break ---
11:55 AM Recent Performance Using MILC and QUDA on Various GPU Systems - Steven Gottlieb  
PM
12:20 PM --- Lunch ---
2:00 PM Stochastic differentiation of Monte Carlo simulations for parameter inference in quarkonium suppression - Tom Magorsch  
2:35 PM Optimizing static quark states with Neural Network parametrized general Wilson loops - Julian Mayer-Steudte  
3:10 PM --- Coffee break ---
3:40 PM Protecting continuum symmetries on the lattice - exact prior information for reinforcement learning - Prof. Alexander Rothkopf (Korea University)  
4:30 PM Discussion - Nora brambilla  
5:30 PM --- Welcome Apéro ---
12:10 PM --- Lunch ---
1:50 PM Applications of Stochastic Normalizing Flows to gauge theories and defects - Elia Cellini (University of Turin / INFN Turin)  
2:25 PM Application of generative models on SU(3) gauge theories in 4 dimension - Javad Komijani (ETH Zurich)  
3:00 PM --- Coffee break ---
3:40 PM Discussion - Marina Krstic Marinkovic (ETH Zurich) Prof. Sinead Ryan (Trinity College Dublin)  
4:40 PM Score-Based Diffusion Models for Lattice Gauge Theory - Octavio Vega  
7:00 PM --- Workshop Dinner ---
12:20 PM --- Lunch ---
1:50 PM Machine Learning Low-D Systems - Prof. Thomas Luu (Forshungszentrum Jülich)  
2:40 PM Simulations of machine-learned RG-improved SU(3) gauge action - Kieran Holland  
3:15 PM --- Coffee break ---
3:45 PM Efficient Multilevel Sampling of Lattice Field Theory Near Criticality - Ankur Singha  
4:20 PM Stochastic automatic differentiation for Lattice QCD - Alberto Ramos Martinez (Univ. of Valencia and CSIC (ES))  
5:10 PM Discussion - Andreas Kronfeld (Fermi National Accelerator Lab. (US))  
12:45 PM Closing - Marina Krstic Marinkovic (ETH Zurich)  
1:00 PM --- Lunch ---