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DTSTART;TZID=Europe/Stockholm:20260701T113000
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UID:submissions.pasc-conference.org_PASC26_sess177@linklings.com
SUMMARY:AP2F - ACM Papers: Applications, Co-Design and UQ
DESCRIPTION:Serverless Computing for Life-Critical Science: Design Pattern
 s and Co-Design Insights from a Real-Time Earthquake Loss Alert System\n\n
 Urgent scientific computing for disaster response requires both sub-minute
  latency and constant availability, yet traditional always-on infrastructu
 re is uneconomical for rare, unpredictable events. We present a serverless
  architecture for real-time earthquake loss estimation that achieves 2-min
 ute ...\n\n\nMichel Speiser (ICES Foundation)\n---------------------\nSamp
 ling Parallelism for Fast and Efficient Bayesian Learning\n\nMachine learn
 ing models, and deep neural networks in particular, are increasingly deplo
 yed in risk-sensitive domains such as healthcare, environmental forecastin
 g, and finance, where reliable quantification of predictive uncertainty is
  essential. However, many uncertainty quantification (UQ) methods...\n\n\n
 Asena Karolin Özdemir, Lars Helge Heyen, Arvid Weyrauch, and Achim Streit 
 (Karlsruhe Institute of Technology); Markus Götz (Karlsruhe Institute of T
 echnology, Helmholtz AI); and Charlotte Debus (Karlsruhe Institute of Tech
 nology)\n---------------------\nastroCAMP: A Co-design Framework  for Sust
 ainable Radio-Interferometric Imaging\n\nThe Square Kilometre Array (SKA) 
 will operate one of the world’s largest continuous scientific data systems
 , sustaining petascale imaging under strict power envelopes. Yet current r
 adio-interferometric pipelines typically achieve only 4–14\% of hardware p
 eak because of memory and I/O bot...\n\n\nDenisa-Andreea Constantinescu (E
 PFL); Rubén Rodríguez Álvarez (Embedded Systems Laboratory, EPFL); Jacques
  Morin (Univ Rennes, INSA Rennes); Etienne Orliac (SCITAS, EPFL); Mickaël 
 Dardaillon (Univ Rennes, INSA Rennes); Sunrise Wang (Université Côte d'Azu
 r, Côte d'Azur Observatory); Hugo Miomandre (Univ Rennes, INSA Rennes); Mi
 guel Peón-Quirós (EcoCloud, EPFL); Jean-François Nezan (Univ Rennes, INSA 
 Rennes); and David Atienza (Embedded Systems Laboratory, EPFL)\n\nSession 
 Chair: Aldas Lenkšas (Politecnico di Milano)
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