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VERSION:2.0
CALSCALE:GREGORIAN
PRODID:UW-Madison-Physics-Events
BEGIN:VEVENT
SEQUENCE:3
UID:UW-Physics-Event-9097
DTSTART:20250306T220000Z
DTEND:20250306T230000Z
DTSTAMP:20260413T165755Z
LAST-MODIFIED:20250306T231639Z
LOCATION:5280 CH & https://uwmadison.zoom.us/j/93056807183?pwd=bmRBTnF
 pQTZSYk1QSUVLb3BBY1M0QT09
SUMMARY:Seeing with Structure: Physics and The Art of Model-Building\,
  NPAC (Nuclear/Particle/Astro/Cosmo) Forum\, Dr. Garrett Merz\, Univer
 sity of Wisconsin - Madison
DESCRIPTION:Physics datasets are highly structured\, and studying how 
 and when this structure is (or is not) learnable by neural network mod
 els offers an exciting new way to pose questions about our data. In th
 is talk\, I will explore applications of this thinking to problems in 
 both experimental and theoretical high-energy physics: to the discover
 y of new patterns in the mathematical structure of theoretical physics
  data\, to large-scale "Foundation Modelling" questions that span dive
 rse experimental settings ranging from collider physics to cosmology\,
  and to pose future questions that might allow us to bridge the gap be
 tween experimental and theoretical domains.  By studying how and when 
 models represent symmetries and patterns\, I explore ways in which phy
 sicists can use models themselves as structure probes\, which may enab
 le radically new ways of formulating questions about the Universe.\n
URL:https://www.physics.wisc.edu/events/?id=9097
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