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UID:0-822@lptms.universite-paris-saclay.fr
DTSTART;TZID=Europe/Paris:20220524T110000
DTEND;TZID=Europe/Paris:20220524T120000
DTSTAMP:20220524T074657Z
URL:http://www.lptms.universite-paris-saclay.fr/seminars/seminaire-du-lptm
 s-remi-monasson-ens/
SUMMARY:Séminaire du LPTMS : Remi Monasson (CNRS et ENS) - Salle des sémi
 naires du FAST et du LPTMS\, bâtiment Pascal n°530 - 24 Mai 22 11:00
DESCRIPTION:Restricted Boltzmann Machines revisited: from landscape to tran
 sition path sampling\nRemi Monasson (Cnrs et Ecole Normale Supérieure)\n\
 nHybrid seminar: onsite + zoom.\n\n\nhttps://cnrs.zoom.us/j/93762609075?pw
 d=eXhrNUQ3clhDNGx6dHpBQjVIdXVkZz09\nMeeting ID: 937 6260 9075\nPasscode: p
 5SKcT\n\n\n\n\nRestricted Boltzmann Machines (RBM) were introduced thirty-
 five years ago in the context of unsupervised learning of data distributio
 ns.  The simplicity of their architecture make RBM both potentially interp
 retable and amenable to analytical treatment with statistical physics meth
 ods. I will show how these methods can help understand "good" operation re
 gimes for RBMs\, in particular how to stack RBMs to speed up sampling\, an
  idea first introduced under the name of deep tempering by Bengio and coll
 aborators. I will also briefly discuss recent applications to transition p
 ath sampling for protein design.
CATEGORIES:seminars
LOCATION:Salle des séminaires du FAST et du LPTMS\, bâtiment Pascal n°53
 0\, rue André Riviere\, Orsay\, 91405\, France
X-APPLE-STRUCTURED-LOCATION;VALUE=URI;X-ADDRESS=rue André Riviere\, Orsay\
 , 91405\, France;X-APPLE-RADIUS=100;X-TITLE=Salle des séminaires du FAST 
 et du LPTMS\, bâtiment Pascal n°530:geo:0,0
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