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

Panel discussion: 1. Competitivity of ML for Phase identification 2. ML for Hypothesised Phases 3. Potential of ML for sign porblem

Feb 28, 2023, 3:30 PM
30m
Institute for Advanced Study of the Technische Universität München

Institute for Advanced Study of the Technische Universität München

Lichtenbergstraße 2a 85748 Garching Germany

Speaker

Chair: Maria Paola Lombardo

Description

Panel discussion addressing the three main questions:

--Where do we stand with the identification of phases with ML?
Do you feel ML could become competitive with standard techniques for the quantitative studies of known phase transitions i.e. order of the transition at large Nf, chiral limit, etc.

--Which are your views on the need/concrete possibility of identifying hypothesised, not yet detected phase transitions - in particular confinement, axial restoration, anomalous threshold in the QGP

--Can you summarise the status of the sign problem (without ML) (finite baryon density/real time) and how do you assess the potentiality of ML to mitigate it?

Presentation materials