Conveners
ML for phase transitions and sign problem mitigation: Contour deformation methods for noise reduction
- Will Detmold ()
ML for phase transitions and sign problem mitigation
- Maria-Paola Lombardo ()
Description
Talks and panel discussion
1) Is there a way to determine the maximum improvement in <sign> or in S-to-N that is achievable through contour deformations and related
approaches?
2) How can ML be targeted towards such a maximal improvement?
3) Are there features of specific observables that make contour
deformation particularly effective or ineffective?
4) How do contour deformations for one observable/theory...
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...
