BEGIN:VCALENDAR
PRODID:-//Columba Systems Ltd//NONSGML CPNG/SpringViewer/ICal Output/3.3-
 M3//EN
VERSION:2.0
CALSCALE:GREGORIAN
METHOD:PUBLISH
BEGIN:VEVENT
DTSTAMP:20250414T095915Z
DTSTART:20250430T120000Z
DTEND:20250430T130000Z
SUMMARY:Events are All You Need
UID:{http://www.columbasystems.com/customers/uom/gpp/eventid/}m21t-m9gwb9
 dn-lhiual
DESCRIPTION:Abstract\n\nThe number of deployed artificial intelligence mo
 dels is growing rapidly. Large language models are both compute and memo
 ry intensive in training and inference\, regularly having billions of pa
 rameters and requiring petabytes of training data. In this talk\, I will
  explore the use of events\, sparse and compressed digital low-level rep
 resentations able to capture physical phenomena with high fidelity\, as 
 an alternative information encoding mechanism. I will then show how even
 t-based sensors operate and how these fit within the neuromorphic paradi
 gm\, which aims to improve scaling in machine learning\, by bypassing th
 e memory bandwidth limitations inherent in traditional hardware.\n
STATUS:TENTATIVE
TRANSP:TRANSPARENT
CLASS:PUBLIC
LOCATION:Kilburn_TH 1.3\, Kilburn Building\, Manchester
END:VEVENT
END:VCALENDAR