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SUMMARY:Advanced School in Applied Machine Learning: Uncertainty and Robus
 tness of DL Models for Science | (smr 4228)
DTSTART;VALUE=DATE-TIME:20260723T060000Z
DTEND;VALUE=DATE-TIME:20260731T200000Z
DTSTAMP;VALUE=DATE-TIME:20261010T234035Z
UID:indico-event-11154@ictp.it
DESCRIPTION:An ICTP Meeting\n	We are excited to announce the Advanced Scho
 ol on Uncertainty and Robustness of Deep Learning (DL) Models for Science.
  This initiative\, co-organized by ICTP alongside SISSA/TSDS and AREA\, wi
 ll take place at ICTP\, in Trieste (Italy) from July 23rd to July 31st\, 2
 026. \n	The school targets early-career researchers and PhD students\, ai
 ming to offer the participants practical tools to perform Uncertainty esti
 mation (UQ) in DL models for scientific applications. There will be a spec
 ial focus on scalability\, sustainability\, and advanced HPC methods for o
 ptimizing deep learning pipelines. \n	 \nLecturers from top-ranked resea
 rch centers/universities and big tech companies (e.g. IBM\, Nvidia) will c
 over the topics listed below:\n		Scientific DL     \n	\n		UQ in DL
  4 Science \n	\n		Simulation based Inference \n	\n		Bayesian NN \n	\n		
 Explainable DL for Science\n\n	\n	Each topic will be complemented by the n
 ecessary tools to create efficient\, scalable\, and portable ML pipelines 
 that exploit the capabilities of modern HPC infrastructures.  \n	 \n	30
  participants will be selected with attention to creating a cohort with ba
 lanced representation of countries (particularly\, least developed countri
 es)\, gender and under-represented  groups.  \n	 \n	This school will b
 e the third activity in the field of advanced applied Machine Learning sup
 ported by the brand-new ICTP International Consortium for Scientific Compu
 ting (IComp). Lecturers\n	J. Carnerero Cano\, IBM Research\, Ireland\n	D.
  Coscia\, SISSA\, Italy\n	C. De Nobili\, Critiqality\, Italy         
      \n	J. Gonzalez Abad\, Instituto de Física de Cantabria (IFCA)\, S
 pain\n	K. Karchev\, University of Barcelona\, Spain\n	F. Lanusse\, CNRS\, 
 France\n	P. Mukhopadhyay\, Cambridge\, UK\n	M. E. Olmo\, Barcelona Superco
 mputing Center\, Spain\n	A. J. Scaffidi\, SISSA\, Italy\n	J. S. Shawe-Tayl
 or\, University College London\, UK\n	H. Strobelt\, IBM Research\, USA\n	
 📢 The students are invited to follow the ceremony for the AI prize\, th
 at will be hosted at ICTP on July 23rd. Research abstracts: Applicants a
 re encouraged to submit an abstract for a poster presentation. ​During t
 he application\, please make sure to use our templates to format your abst
 ract. Templates are available below for download.\n	📢 The following act
 ivity to be held from 20 to 23 July 2026 may also be of interest for you: 
 Youth in High-Dimensions: Recent Progress in Machine Learning\, High-Dimen
 sional Statistics and Inference (smr4227)\n		Grants: A limited number of g
 rants are available to support the attendance of selected participants\, w
 ith priority given to participants from developing countries. There is no 
 registration fee.\n	\n		\n\n\n	 \n\n//indico.ictp.it/event/11154/
LOCATION:ICTP Kastler Lecture Hall (AGH)
URL://indico.ictp.it/event/11154/
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