February 27, 2023 to March 3, 2023
Institute for Advanced Study of the Technische Universität München
Europe/Berlin timezone

Panel discussion: 1. Utility of ML for lattice 2. application-specific features of gauge field generation 3. Biggest challenges 4. Applications at an interesting scale

Feb 28, 2023, 12:20 PM
40m
Institute for Advanced Study of the Technische Universität München

Institute for Advanced Study of the Technische Universität München

Lichtenbergstraße 2a 85748 Garching Germany

Speakers

Chair: Phiala Shanahan Members: Fernando Romero Lopez Jacob Finkenrath Jeanne Trinquier

Description

• Temperature check: for each panelist, in 2-5 words, how optimistic or pessimistic do you feel about the utility of ML in accelerating lattice field generation in your context.
• What are the most application-specific features of the LQCD gauge field generation problem i.e., in what important ways is it different from applications in other areas of physics, and how does that impact the way field generation algorithms must be designed?
• What are the biggest challenges to lattice field generation accelerated by ML?
• Circling back to the start: what are your reasons for optimism or pessimism in reaching applications at an interesting scale?

Presentation materials