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SUMMARY:Promises and Challenges of Neural Simulation-based Inference
DTSTART:20260519T130000Z
DTEND:20260519T150000Z
DTSTAMP:20260520T004900Z
UID:indico-event-11924@indico.mpp.mpg.de
DESCRIPTION:Speakers: Robert Schöfbeck (Institut für Hochenergiephysik\,
   Österreichische Akademie der Wissenschaft)\n\nIn this colloquium\, I wi
 ll review recent developments in simulation based inference that move the 
 experimental analyses closer to the routine application of novel inference
  methods that are statistically optimal even in the presence of systematic
  uncertainties.  I will discuss how the underlying modeling challenge can
  be met by an incrementally refinable approach that allows to improve the 
 description of the data using all the knowledge that's already available i
 n the field and in smalls steps\, without invalidating partial results. Re
 cent results by ATLAS and projections for new measurements of the proton s
 tructure will be the illustrative examples.\n\nhttps://indico.mpp.mpg.de/e
 vent/11924/
URL:https://indico.mpp.mpg.de/event/11924/
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